{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a31e4313",
   "metadata": {},
   "outputs": [],
   "source": [
    "from functools import partial\n",
    "import sharding_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9f46b44e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating resources for sharding schemes...\n",
      "\n",
      "--- Scheme: DP=8 ---\n",
      "Total GFlops = 0.029360128\n",
      "Activation memory (GB): 0.000114688\n",
      "Weights memory (GB): 0.001835008\n",
      "Output memory (GB): 4.096e-06\n",
      "Output memory (GB) after additional axes gathers: 3.2768e-05\n",
      "Total memory (GB): 0.001982464\n",
      "Per-TPU comms for axis D all-gather (GB): 4.096e-06\n",
      "Workload stats:\n",
      "\n",
      "{   'memory_per_TPU_bytes': np.float64(1982464.0),\n",
      "    't_comms': 7e-06,\n",
      "    't_flops': np.float64(1.4903618274111675e-07)}\n",
      "\n",
      "--- Scheme: sK=8 (Row-Parallel Weights) ---\n",
      "Total GFlops = 0.029360128\n",
      "Total GFlops after activation all-gather = 0.234881024\n",
      "Activation memory (GB): 0.000114688\n",
      "Weights memory (GB): 0.001835008\n",
      "Activation memory (GB) after all-gather: 0.000917504\n",
      "Output memory (GB): 3.2768e-05\n",
      "Output memory (GB) after additional axes gathers: 3.2768e-05\n",
      "Total memory (GB): 0.00278528\n",
      "Per-TPU comms for activation all-gather (GB): 0.000114688\n",
      "Workload stats:\n",
      "\n",
      "{   'memory_per_TPU_bytes': np.float64(2785280.0),\n",
      "    't_comms': np.float64(1.7840355555555554e-05),\n",
      "    't_flops': np.float64(1.192289461928934e-06)}\n",
      "max_y_val_fc = 1.7840355555555554e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sharding_types = [\"dW\", \"dK\", \"dW\", \"dF\", \"dE\"]\n",
    "sharding_amounts = [1, 1, 1, 8, 1]  # @param\n",
    "shardings = {sharding_type: sharding_amount for (sharding_type, sharding_amount) in zip(sharding_types, sharding_amounts)}\n",
    "max_sharding_amount = 8  # @param\n",
    "activations_shape = (64, 7168)  # @param\n",
    "weights_shape = (7168, 256)  # @param\n",
    "ici_latency = 1e-6  # @param\n",
    "activation_size_bytes = 2  # @param\n",
    "weight_size_bytes = 1  # @param\n",
    "ici_bandwidth = 4.50e10  # @param\n",
    "peak_flops = 1.97e14  # @param\n",
    "\n",
    "calculate_resources_func = partial(\n",
    "    sharding_utils.calculate_matmul_resources,\n",
    "    ici_bandwidth=ici_bandwidth,\n",
    "    activation_size_bytes=activation_size_bytes,\n",
    "    weight_size_bytes=weight_size_bytes,\n",
    "    ici_latency=ici_latency,\n",
    "    peak_flops=peak_flops,\n",
    ")\n",
    "sharding_configurations = [\n",
    "    {\"label\": \"DP=8\", \"shard_settings\": {\"sD\": 8, \"all_gather_axes\": (\"D\",)}},  # Pure Data Parallelism\n",
    "    {\n",
    "        \"label\": \"sK=8 (Row-Parallel Weights)\",  # Tensor Parallelism on K\n",
    "        \"shard_settings\": {\n",
    "            \"sK\": 8,  # -> all-gather expected\n",
    "        },\n",
    "    },\n",
    "]\n",
    "\n",
    "sharding_utils.plot_sharding_scheme_comparison(\n",
    "    calculate_resources_func, activations_shape, weights_shape, sharding_configurations\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "184a1a52",
   "metadata": {},
   "source": [
    "# MoE Layer Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de85ca1c",
   "metadata": {},
   "source": [
    "## MoE Gate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8eba8a7e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating resources for sharding schemes...\n",
      "\n",
      "--- Scheme: Activation FSDP ---\n",
      "Total GFlops = 0.234881024\n",
      "Total GFlops after activation all-gather = 1.879048192\n",
      "Activation memory (GB): 0.000114688\n",
      "Weights memory (GB): 0.014680064\n",
      "Activation memory (GB) after all-gather: 0.000917504\n",
      "Output memory (GB): 0.000262144\n",
      "Output memory (GB) after additional axes gathers: 0.000262144\n",
      "Total memory (GB): 0.015859712\n",
      "Per-TPU comms for activation all-gather (GB): 0.000114688\n",
      "Workload stats:\n",
      "\n",
      "{   'memory_per_TPU_bytes': np.float64(15859712.0),\n",
      "    't_comms': np.float64(1.7840355555555554e-05),\n",
      "    't_flops': np.float64(9.538315695431472e-06)}\n",
      "\n",
      "--- Scheme: Weight FSDP ---\n",
      "Total GFlops = 0.234881024\n",
      "Total GFlops after weights all-gather = 1.879048192\n",
      "Activation memory (GB): 0.000917504\n",
      "Weights memory (GB): 0.001835008\n",
      "Weight memory (GB) after all-gather: 0.014680064\n",
      "Output memory (GB): 0.000262144\n",
      "Output memory (GB) after additional axes gathers: 0.000262144\n",
      "Total memory (GB): 0.015859712\n",
      "Per-TPU comms for weights all-gather (GB): 0.001835008\n",
      "Workload stats:\n",
      "\n",
      "{   'memory_per_TPU_bytes': np.float64(15859712.0),\n",
      "    't_comms': np.float64(0.00028544568888888886),\n",
      "    't_flops': np.float64(9.538315695431472e-06)}\n",
      "\n",
      "--- Scheme: Embedding sharding ---\n",
      "Total GFlops = 0.029360128\n",
      "Activation memory (GB): 0.000114688\n",
      "Weights memory (GB): 0.001835008\n",
      "Output memory (GB): 0.000262144\n",
      "Output memory (GB) after additional axes gathers: 0.000262144\n",
      "Total memory (GB): 0.00221184\n",
      "Per-TPU comms for all-reduce (GB): 0.000262144\n",
      "Workload stats:\n",
      "\n",
      "{   'memory_per_TPU_bytes': np.float64(2211840.0),\n",
      "    't_comms': np.float64(4.077795555555555e-05),\n",
      "    't_flops': np.float64(1.4903618274111675e-07)}\n",
      "\n",
      "--- Scheme: Batch sharding ---\n",
      "Total GFlops = 0.234881024\n",
      "Activation memory (GB): 0.000114688\n",
      "Weights memory (GB): 0.014680064\n",
      "Output memory (GB): 3.2768e-05\n",
      "Output memory (GB) after additional axes gathers: 3.2768e-05\n",
      "Total memory (GB): 0.01482752\n",
      "Workload stats:\n",
      "\n",
      "{   'memory_per_TPU_bytes': np.float64(14827520.0),\n",
      "    't_comms': 0.0,\n",
      "    't_flops': np.float64(1.192289461928934e-06)}\n",
      "max_y_val_fc = 0.00028544568888888886\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VdL/wwgvuudTQTtyo18+hr5NGO8I18F988UW3XbMzwgXdeg1DP8/jx49323UOaLZJaOfHE088EXaKrzcDJbnH67kUqIUGht6U3dDppcfyHnXo0CE4YyUSyXUwadq2OhDVYFVQ49F3jzoBw40oe593fYelZabLsQbdCsoSfx936tQp2Sn23nv/6quvhp0C63W6eJ0zoTd1ZoUbCdb3gr6/Qs9bv4NufXb1N6ZNm3bcQbcXCGsUWh0piY9bszESj4BqyrO+8xSUXnzxxa7jy5vRoQ6rOXPmhP1b+hzpOfUeRULBvaaKhwa13udVHU+6X+erOrJ0C70GagZSpNcJzZLQcyr49ejapW16f70A+9Zbbw3e7wX2ib9HUvqMhaPvAK+TXdOtjzfoHjhwoLv/gQceCF6XvJs+p3rNElMnoN47BZLqfFHnnjocdczqEE/cQZle9B2j2TDquAj9PvOWm4VeH8O9X/rshtLMC3XE9OzZM7gtuaDb+25Xh7aOU8erTkV9f2qbvrvVNglH3936+19//fUxHjmQEEE3kELj0OtV1029014DXxeQZcuWBR+vxoouKCVKlAg7HVMNudBgLa2P9yPo1tTdxLz71MhNPLUu3FRdNU7VIFMPemp0QfdGWjJz0K2LsrbpQp3cyJMek3hf1fBJPM1RP2tUU6+RNz3UC7ojHQUKR78bLgh86aWXkgT0XkD3xRdfBPyWXkG3OjzUqZDaWkl9JvU3a9eunWTEU6+9ptPq/tARDi/oViM78ePVCAv3WdfvhwsivKA7ucdrNDbx+a1zWvdp6vbxvEdeh1e4UaC0BN1jx45129UZkJiOSw10BVih9Hh17qijLi00pVYNf2+kOFIaidLf1PnnUbCtbZoZkJg6MnWf1pcm9v7777v79PnS97g6OhQUaL+87zrNqAilzhm9BuowDD3H/Qy6vRktmukQyfTp1IJuLxeJjlsdugokFGz8/PPPwSm+CqoTUweXtxbYu2mph5YihRvl9oL1cIFqcjTCqs4Aj94L/f7tt9+e4HFeR3XoNVCzkjQrIxJeAN2yZcsEI7Cha5k1GyX0867vWP3OI488EvFnLBzvOhHpdOXUgm5vFFjvp2aBzJs3z72f+j7wvvd0PUhM07j1+ND3U+0QjRynpQMtLXSOhuu804wDr8MnnFdeecXdr1koHp0L+ryqbRb63ZpS0C36vOt8Dz1uzU6aNGlSsr+jmSB6nL4jgfRAyTAgBb///rvLVKvbU0895cpOqGTJrFmzXJ1pz4oVK1xNR2VSDZct3MuEq7qjx/J4PzRs2DDJtgoVKrj/79y5M7hN2UOVvVPZgpXdNPT27LPPumyuOp7UKANuVshkvXDhQvf/cPXNU3pfzj77bFd2JpR+1na1z73SJMoArNdTJXCUfVrZf5UlOC2U+V3lWFS2J9Q777xjuXPnduViQh+r/VBJIGVrVq1mlUPJrPbu3euy7qvsjbL4psR7H84999wkWbx1zF51gXDvV+Is+Hq8SigpC3SlSpUS3FeuXDn3f2UFTiylx3tZiFN7rmN5j1TCyMv47NfnXcel0j/6fO7ZsyfBfXp/lPk6LVR2UeWtlGk5UionpM+1sjLr9Qk9F5WZWeWSEpePSum7RtmSRSWtRo8e7bIUFylSxO3XBx984I5ZWY1Dyy0pS7jeL30HJj7H/aK/pe8NlXdKj7/pHbf+P378ePf6KeO2ynIpC7j+PXLkSPd6h2ZO1/fX1q1b7fvvv3efAb0uKqn0yCOPuAzV4UqDpfWzqSzboee6V7ItcabrcCUydX7pOyMSOuf1mVB2epV98/6Wsmbr+9T7LtHnfd26de5nZTOXxNns03o98zLvqwRaevDezzx58rj3r3Hjxu49bNGihfv86jOjknKJK3k0a9bMfWepEosqsqiNo0z0KgsXet1ILyr3pu8zlWxLj+ohw4cPd20SvZ6RVmbRY/X3VSJMx+tVotF3sa7HqgHv53cs4CHoBlKgsh7/PyPEldbQF77+r3IboRd6lTMRlTYJx2toe49L6+P9oIZmYgrYJLQhpTI0ukh5nQ+JbyprovtT45VaUWdDZqbXXA2WcGVK9H4puAv3viT3Xnrbd+3a5f6vmtVqNKixr1IlCrIUhKgTJ5Law15DT2WOFEyq1IyoMaHGpErtKHj0qOSPGo4KQN977z3X8FDnijp8UqtHHA3e66RyM6k5nvMouc9/SueFSu1E+jyp3Rf6XMfyHnn1go+3JOCxvobJPT69KaBQgKNSUqHlmnSOqiSVvk/0mkX6XaMSYaI6yar7HEqBl84ffd+rUS56XxScK8hUKaGMoIDqzTffdMeo74f04B23PlcqORdK3xcKPPVdrg4vz8033+wC4kmTJrn62wrq9PsKflVKSbXfw9W1TutnU3/X27/QgDa03FW4n0WdAKHfdynxOuL097xSkvr+VKDt8f6t807vg2rDq5M0cWmytFzP9J2msln6PvBKZR4v7/Vq1KiRK9EVqk6dOq6zTNcErwNd3zcqKabXQB1V+gzo/dHjnnnmGVc+TtcflY5Lz/KgKrt1wQUXuLJkiWuTe8fgfecn5n3neI9TmS+VNFOd9tD3LCUaEFBZNZ3rOk4dr45bx6/XQdcZfZ7DvY/p9R0LeAi6gQgpCNOIh3pr1TBRrVOP17hWvdNwNm3alOBxaX18NGkfSpQoEex8CHdTDfHUeEFsJLVko328amxpdCcxNdJ0vOHel+TeS297aKNSjSLVB9VroYarRo70nmvkO9JGz0033eT+7412azQwdHsojX5MnTrVjQiqMdmrVy9Xk1cNkbSOsvvNe50iGY3PSudRatL6HnnnUUo1bCNxrK9hpPXBj5c3QqgZIfqboTc16EMfE8l3zamnnhpsSGvkPTFv5NJrcHuzJDTqmvjvy8qVK92/03MGj2oaq77xRRddlGQWxbHyjju5/Ux83BrV1neROgM1uysxb+TXmylxPJ9NBc3e50x0vZHQ2Qai1ySUOntVo9mb0RIJb791jnmj2KGzPDTyr8+67texKSBUh0Piz0parmeqs67XVSPJ6RXApfX9VPCp67Q6+FKaXRfu/TzWgPvRRx91r606bUI7zDwKgNUJoLrc4XjbvVkQ6iDRTIwXX3wxybmoziHd5/3sdTZ89dVXdvTo0SQzFUSvgzpT9FnXrA6/vmMBz79d7gAipqBbU/80Jalnz55u5FJTE/Ply2c//fST60VPfFHzLu7elNa0Pj6adJFWMKALYGrTfVOi3ng1ptRIzczU6FLDQ+9B4lGJlN4XNVAVrIdOBdXPGn1WI6BevXpJfkcNOY0w6XbyySe7aX6ff/65m9KZmjZt2rjXU6N8Q4cOdQ07TcHVCHpy1PBRI0g3NcoU7KtR8r///c8yC42m1a5d231OUvvMee+DRqPUGRIaCOpnbQ99XFYQ6Xuk18ebrn28n3cJ93lX0KPRMjWO9dnKaGpIz5gxw42qa2ZHOF9//bU7X3XzjuX00093/w/3XaNZJQpkNX1YQZy3pMbjzRzR97rXQZbclGAF++ok0ih8eo6GeZ0It912W7o9p75j9NlSB45G9XT9Sem4venXyU2t9TolvWnZobzX3XsfUqPvRu9cDQ2CNT1asww8WuLl0WwsjbbrWDTyGSkv+NLnfePGje510Gvj0WisgmwF3d7+hwvYUvqMZcT76e1T6MwEj0a1FURqhN4LGL33M1xncmrv57EG3BqNnjx5crLnhj6PCno180vneuXKlRN8f+t7T8eg0Xzvs5ncuaglE+pg0OyM0OM4nuNO6+cYSFW6rAwHclD2clHSkcQJtbwkLwMGDEjw2KlTp6aYvTzSx6d3IrVwCXfCPY+3P0oAEy6Tskr4hCaVS4lXziq1mrOZIXu5knMpwVJo0jgvQU1oEq60Zi9XSarQ5/Wo5rkeqwRFkVItaf2OlyRJ5d8S++GHH5KUfAot4fLmm28GtykxlpIYpTVBVnonUvMyAyvhUeJkTTqWcNnLX3vttbCvfXLZy8Px6m6HE+5cSuvjQ79bQj/baXmPvESMShqkhEKRSi17uRI7KpuwR4npkkuAlNyxpXciNe/7KDTpXHJJBfVahVYaUAZn1R0Px6tAoRrjod+xKh+m5GVVqlSJqPZxSonUvM9ZWmuX67tRCf1UKitcPeXjqdPt1Uru379/2GR6iZN8ecm8EmfoVskw77vQq20fSuW30pIYUGWulLAvNHGiatB7nzNl4lZZTS97uRKBad+UAC3ScmGhn2slDtPnXcm49LyJedUHVBZP/587d26Sx6T2GfN4Zcjq1q2bpv1MLZGatGrVKuz7o/NV2/UaepQoTmWztM+J3xclftTnTZ/9xBnMvWtbpLys6iq3FUmpLSV09RIihibD1GdC2/WZjURyidSUYV/PoyRq69evT3CfyubpmFX6MFzpQVV4iaQsIxApgm7gGIJuNZBPOukk11DwGpBqLCnrqdfQV3ZTXUj0mOTqdKfl8dEKukMvpCq5oTrEKrmhbLNqsCh7qoK+SLz11ltJshBntqA7tE63LsYqS6LsyRUqVDimOt2qERpap1vPpQafGkzKGK3XUhlz9TqqbE64LPHJ8RoUXtZtlUNKTKWR1NhS4K/jUokZleLS4/X5C+0A8N7/cJ+xjAy61QBSBmmvTrf3Oun80GsUWutV5Xf0Guu11rF6r31qdbozU9CdlvcoNHO3goNIpXTee3W6CxYsGCyp07BhQ/d4lWQKV6f7WILutJQMUzCszN16X1Mqi6bOMAVf+m4K3U91xug1DdeZoQDkrLPOcvui41RpIH2v6TzSuRlpiaCUgm4FHbo/8fd4arwyScponxoFo3pfddP1SL+nShLetsR/W52mXnkpL5j1vqcUzP76669JghJdj/R4fR5VwUPltHReeX8rHK+8V7jXPhxloVYpK5Ul8zpB9B7pu1fntt5fvZ8qRabOUAVDuv5EUnorHFXQ8ILJcJ2cP/74Y/B+fYaSy+qd0mfM0717d/c8qlqRGu99003P631PeDd1WIVS26N06dLBEqZ6P70yczrH1CEeroNKgbfed2WrV0UGVVnQ9sRlxvReeBnS03Kt1WdGz+VVfgm9JW5b6G94HUZNmzZ13z36XOkzqfc5tQ76SLKXX3/99e75VQ5Vx6vj1jVXf0PHFq5Uo17b5Ko6AMeKoBs4hqA7tJawRks8GiFUUKYLgBpwajBcddVVgSVLloR9jrQ8PppBt2hEQxcqNbi0r2okaaRNpVRCSzKlRI0TBU0qQZOZg26vB14jKuoA0U3/DldmLfR9USNXr7eCFzWaVAt09erVSRp0KveiURQFCmpQqqyYGmdpCbg9+l39fXUKhCstpBq/amgoOFCjQw0sNVz79euXZEQ7swTdXuCt0Ws1xPR66j3QsapUVuLPm8rgaOaIRiXU4NP/9bO2J5YZg+60vEeiGQ3q4Im0QZraZ11UakjnpT6Tem4FZ+psCzdalRFBt0bjIv07KjmUuDPPq7servSfF+jp+DSjSMer7yWdr4sWLYr4eJILuvXZ1fNFOmKeuFyenjeS2UNeybrkbuG+8zRLRNccdSjqe1wjgLqGhXYMhlIpKtUy9s4tfTb1XajrX7hgVO+xgpnQGsqRUL1s/Z5m70RSIu14eNdu3TS7ITG9Z14gqmA2Oal9xnS9U+eDOnI0Mp6alN7L5K7L+i7U94Gux3o/9b5q1sfmzZvD/o0vv/zSHZPaGgo4NctFtdDfeeedZOutJ1fSKzHv+pHSLdy1RR0s6vzQzAOdizoWdaqo9FykUgq69XnSyLnaK/p+1XGrs0Lne3K15rU/2t+0fB8AqYnRf1KfhA4A6ZvRVGvOQtdwZVVaG6j1dcqqqjJqgJ+UaE3njdYRK7cEwtO6ViWb0hpurQ3NSEuXLnXrQJXwKS3rjbMDJRh98skn3VrjtJSGE1UH6d27t/s+VTnKunXrJnmM1pg///zzbk23clnk1M9YRlAJubvvvtsldDzttNMsp1DiNeUSUVlE5YwA0gvZywFkqAcffNDVv4x2gwnIilT2RgGHSlgheUoy99hjj9n06dNdMsOMpJrWSv6WXuW+slKH0AsvvGB33nlnmgNuL0O8qjooqZuSqykBohII9u/f39WRVukplXhS0J0ZOmyj+RnLqM+xyqPmpIBb3nrrLZfYLTRxH5AeyF4OIEMpC7LKXM2fP98FD4lrdwJInjqsxo4dG1Ed85xOJfiUpdyr+5xRFHTqltOoJNW9997rsoofqyuuuMIuvvhiV6f8s88+c+WmNLqtLPGaPaBZUurMCC3BmBM/YxlBGcFzIlXBePXVV5PUsweOF9PLAWS56dxe6a6UaJSkffv2GbI/TC9P2dq1a10jOjUqkaUyfAAAANkJQTeALEWB7ZAhQ1J9XOfOnSMK9GAZ1jGRGk0ZVYAOAACQnRB0AwAAAADgExKpAQAAAADgkxyXSC0+Pt42bNjgkjkpWQIAAAAAAGmlSeN79uyxk046yWJjkx/PznFBtwLuihUrRns3AAAAAADZwF9//WUVKlRI9v4cF3RrhNt7YYoUKRLt3QEAAAAAZEG7d+92A7pejJmcHBd0e1PKFXATdAMAAAAAjkdqy5ZJpAYAAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAJABZs+ebfXq1bMCBQpY/fr1bc6cOck+du3atRYTE2OFChUK3tq1axe8/+eff7aGDRvaiSeeaMWKFbOzzjrLvvvuuww6EqQFQTcAAAAARGjTpk3H9Hv//POPXXrppda9e3fbsWOHdevWzf28c+fOFH9v/fr1tnfvXnebNGlScHvlypXt448/tu3bt7vnu//++61t27Z24MCBY9o/+IegGwAAAAAiNGTIEKtRo4Y98sgjtmbNmoh/75NPPrHy5cvb7bffbnnz5nX/L1u2rNt+LEqUKOECb42GBwIBy5UrlwvMj7VTAP4h6AYAAACACL300kv2yiuv2Lp169z07hYtWtirr76a6oj1L7/84qaUh9LP2p6SOnXquOD8sssusxUrViS5X1PL8+TJY+3bt7dOnTpZ1apVj/HI4BeCbgAAAACIkEaWzzvvPBdob9y40Xr27GlTp051o85XX321bd26NezvaRRaAXIo/bxnz56wjy9ZsqTNnTvXjaYr2D7llFPsoosust27dyd4nIJ9Pcfbb7/tOgCQ+RB0AwAAAMAx0DTxunXruuRoSmi2dOnSZNdUKxHarl27EmzTz4ULF0728U2aNLETTjjBBedPPfWUHTlyxH744Yckj82fP7/deOON9uyzz9qsWbPS6eiQXgi6AQAAACANtG56xIgRLihu3ry5S5L24Ycf2vLly61SpUphf0fB+aJFixJs08+nn356xCPsuqVEQfnq1avTcCTICATdAAAAAJCGRGqa6q2p34MHD7a///7bnnvuOWvUqFGKv9ehQweXiXzMmDF2+PBh939NT9f2cPT8CuLj4uLc1PTevXu7oLtZs2bu/s8//9ytBz969Kjt37/fhg0b5p7/nHPO8eW4cewIugEAAAAgQkpotmHDBnv//fetTZs2ljt37oh+T9PPVfJLAXrRokXt+eefdz8XL17c3a/EbJpSrv/LH3/84UqKFSlSxCVH+/XXX+3LL790vyvbtm1za8g19Vyj61999ZVNnjzZqlev7uPR41jEBJRfPgdR4gF9ULV+Qh9gAAAAAAD8ii0Z6QYAAAAAwCcE3QAAAAAA+ISgGwAAAAAAnxB0AwAAAADgE4JuAAAAANnCuHHj7Jprron48T/++KPVrl3bChcu7LKJyx133OEyjZctWzbd909lva677rp0ea4qVarYxIkTLaPKpJUqVcplV9++fburLa5yZogMQTcAAACALC8+Pt769etnAwcOTBCY5s+f3wWL3q1hw4bB+wcMGOCC4D179tjdd99ts2bNsgkTJtiaNWts06ZNx7U/b775ptWvXz/BNu2fSo1FW1oC9r/++sseeeQRmz9/vqsXXqJECbv//vvdsSAyBN0AAAAAsrwpU6a4EWqNwoZSkKtg0bstWLAgeJ+C69DH62fVvPZqYcNs7dq1rrOicuXKwW1XXXWVzZgxI1hTHCkj6AYAAACQ5X322Wd2wQUXRPx4TR9XkK2RbgWVml5+++2325IlS9zPN998s3vc77//bu3atXPTqxV4Pvroo25U3fPVV1/ZmWeeacWKFbNy5crZY489ZgsXLrSuXbsGn0s3BaiDBw+29u3bu9+755577JZbbkmwT0888YS1bt3a/TsQCLh9qlmzpnvu8847L+yU7iNHjliZMmXsm2++SbC9Vq1aNn78+IhH5DWaXbp0afdcI0aMcPdpNLxVq1auDrWOwXt9CxYsaI0bN7bJkydH/HrnZATdAAAAALK8RYsWuQA1Upo+rlFtbyRc08tHjx7tRr71s4LR/fv324UXXuhuf//9t33//fdu3fgbb7zhnkPB9eWXX24PPvigbd261VasWGHnn3++nXHGGQmeSzf9rVA33XSTffTRR3bgwIHgtrfffts6derk/j1q1CgbM2aMTZo0ybZt22ZXXHGFC/4PHz6c4HlOOOEE91zaX8+cOXNs8+bNwQA/Nb/++qsVKFDAHaMC9QceeMB1Nuj3p06d6kb+dQxff/118He0Fl6vOVJH0A0AAAAgy9uxY4cVKVIkyfYbbrjBjRR7t1tvvTXi59RIbvHixa1nz56WJ08eFzhrhPq9995z97/yyit27bXX2pVXXumCXwWnTZs2jei5GzVqZBUqVLBPP/00GMBrNLxDhw7u5xdffNEefvhhO+WUUyx37tyuU0AB+ty5c5M8l45JAbwCY1EAfv3111vevHkj2peSJUvafffd545BI+pa851aQK3XWq85Upc7gscAAAAAQKam4Hj37t1Jtr/77rsRj/iGW8+8dOlSF6x7NLW8YsWK7t9//vmntWjR4pj3WSPUY8eOdYG7/q/gXSPO3t++8cYbLVeuXMHHa5R7/fr1SZ5HU8nr1KnjksDpuTRaHToqnRpNKQ+l6eNKLpcSvdZ6zZE6gm4AAAAAWZ7WJWt6d3pScK1s5yotFo7WeP/2229h74uNTX1SsUbhH3roITetW9PcvRF0729rbfXFF18c0b5qtFsj3Brd1n41aNDA/LRs2TKXUA2pY3o5AAAAgCxP651nzpyZrs956aWXurXRL730kh08eNDi4uJs5cqVwaRlSrymYPmTTz6xo0ePuoRjXoCu0eONGzcmWLOdmALr5s2bu4BZ09e1HtzTrVs3GzRokPt73siypqInNwLdsWNHl5n98ccfT5KgLb1prftPP/1kbdq08fXvZBcE3QAAAACyPAWASjim6eChvOzk3k1ZyyOlx0+fPt2Vx9I6Z9Wo1lppr4a3RpO1lnro0KGuXJmmeX/77bfuPmX61vru8uXLu+npyZXXUuK0L774wk0lj4mJCW7v3r27y6CuBGpaP63nDh0JT6xw4cJ29dVXu9F+jaD7ScesDoLQMmJIXkxAueijTEkChg8f7j689erVsxdeeMGaNGmS7OM1zULZ/PTB1aJ/TWtQav58+fKl+rfUQ6QEB+qFCpdoAQAAAEDWpFFnlbmKpFRWdqTEa7/88otb2+0XrWnXVH5lcVcG85xsd4SxZdSDbp0Q6t1RSn3Vt1NA/eGHH7ppFKoTl5h6dzRd4vXXX7ezzjrLVq1a5XqAlDDgmWeeSfXvEXQDAAAAyG5Uskwj71rXrRJn8F+ksWXUp5crUNZaiC5durieEgXfytinoDqcH374wc4++2w3rUNTPFSsXVNG5s2bl+H7DgAAAADRpuntio3atm1LwJ0JRTV7uVLea7F/3759E2T5a9mypSvoHo5Gt9955x0XZGsK+h9//GFTpkxx6fbDOXTokLt5vDICSnSgm/c3ddNUCd1C90U3JUwInRCQ3Hal89c6DO95Q7eLHh/JdtXh0/OGbtfz6vGJ9zG57RwTx8QxcUwcE8fEMXFMHBPHlNmOKX5ry//fHrBcsXEWHx9r8YH/xgFjY+ItNjY+2e1x8bksEPhv3XNsbJzFxgSSbNdz628cjUsY7uSK/fcY4+Ij254711H3vHr+/47p//c9EGPx4bZH4Zj63Gb2wC2NzWyFHd54XrY4ptjS32f68ylLBN1KdKCdT1wXTj8nl+5fI9z6PWX500Hry6Fr167Wr1+/sI/XWu8hQ4Yk2a7i86o/J6VKlbLq1avbmjVr3LQMj4rV66Yp7Joy4KlWrZqb+q4kDaHZCGvWrOmSJOi5Q9/wunXrumyE8+fPT7APjRo1ch0PWnfh0QegcePG7u+Fvgb58+d369117Opo8Gg6g5IqbNiwIUHNPo6JY+KYOCaOiWPimDgmjoljynTHdLid216kwBarWWm2bdh+qm3YXjP4+JJF/7Rq5X62tZvr27Zd/yXpOqnECqtQarmtXt/Udu//bwlqlbILrXSxtfbr2vPt4OHCwe01Ksy2YoW22KLfL7H4kKCzTtXplif3Aft59b/74WlwyiQ7fDS/LV3zb6eAxMYetUY1JtmufaVs1fqzg9vz5dljdatNd/u3dtMZwe0cU/oeU764uEx/PkWSUyzqa7p1oMrmpynjzZo1C25/8MEHXda/uXPnJvkdpefX+u1HH33UrQFXXbx77rnHTVEfOHBgRCPdSs2/ffv24Lz7rNhLmNp2jolj4pg4Jo6JY+KYOCaOiWPKbMfESDfHFMhGI9179+7N/InU1Euh9dvKrte+ffvg9s6dO9vOnTtdHbrEWrRo4VLvK9u5R9PN77jjDnfQqQ3zk0gNAAAAiI74Lc2jvQvIImJLz7LMLkskUtN0lYYNG7q6dx71Kujn0JHvxIXYEwfWXo9HJqh+BgAAAABA5ljTLb169XIj25qfr8RoKhm2b98+l81cVE5MU9C1NlvatWvnMp6fccYZwenlmlau7V7wDQAAAABAZhD1oLtjx45uofqgQYNs06ZNrtD6tGnTgsnV1q1bl2Bke8CAAW4evv7/999/uwXvCriVJh8AAAAAgMwkqmu6o4E13QAAAEB0sKYbkWJNNwAAAAAASBVBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAAAgOwfdL774olWpUsXy5ctnZ555ps2bNy/Fx+/cudO6detm5cqVs7x581qNGjVsypQpGba/AAAAAABEIne0d2D8+PHWq1cvGz16tAu4R4wYYa1bt7aVK1da6dKlkzz+8OHDdtFFF7n7JkyYYOXLl7c///zTihUrFpX9BwAAAAAgOTGBQCBgUaRAu3HjxjZy5Ej3c3x8vFWsWNF69Ohhffr0SfJ4BefDhw+3FStW2AknnJDmv7d7924rWrSo7dq1y4oUKZIuxwAAAAAgdfFbmkd7F5BFxJaeZZldpLFlVEe6NWq9YMEC69u3b3BbbGystWzZ0ubMmRP2dz777DNr1qyZm17+6aefWqlSpez666+33r17W65cuZI8/tChQ+4W+sLI0aNH3c37m7op4NctdF90i4uLs9C+ieS26+/HxMQEnzd0u+jxkWzPnTu3e97Q7XpePT7xPia3nWPimDgmjolj4pg4Jo6JY+KYMtsxxcf9G37ExAQsV2ycxcfHWnzgvxWvsTHxFhsbn+z2uPhcFgjEhBxTnMXGBJJs13Prbxz9/7/33/Z/jzEuPrLtuXMddc+r5//vmP5/3wMxFh9uO8eULscUSPRZyoznU6SiGnRv27bN7XyZMmUSbNfPGskO548//rCvv/7abrjhBreO+7fffrO77rrLjhw5Yg899FCSxz/22GM2ZMiQJNsXLlxoBQsWdP9W4F69enVbs2aNbd26NfiYChUquNuqVatc74WnWrVqbnr70qVL7cCBA8HtNWvWdNPc9dyhb3jdunUtT548Nn/+/AT70KhRI9fx8MsvvwS36QOgkX/9vdDXIH/+/FavXj33muk18KhnpVatWrZhwwZbv359cDvHxDFxTBwTx8QxcUwcE8fEMWW6Yzrczm0vUmCL1aw02zZsP9U2bK8ZfHzJon9atXI/29rN9W3brsrB7SeVWGEVSi231eub2u79/y1BrVJ2oZUuttZ+XXu+HTxcOLi9RoXZVqzQFlv0+yUWHxJ01qk63fLkPmA/r/53PzwNTplkh4/mt6VrWga3xcYetUY1JtmufaVs1fqzg9vz5dljdatNd/u3dtMZwe0cU/oeU764uEx/PiknWaafXq4D1ZrsH374wY1eex588EH79ttvbe7cuUl+R0nTDh486F4Mr6fjmWeecVPON27cGNFIt6avb9++PTgFICv2Eqa2nWPimDgmjolj4pg4Jo6JY+KYMtsxxW/9NwBkVJhjSu2YYkt/n+nPp71792b+6eUlS5Z0B7x58+YE2/Vz2bJlw/6OMpZrLbf3got6KjZt2uR6PdQbF0rZzXVLTG+MbqG8FzSx0L8VyfbEz3ss2/VhCLc9uX1M63aOiWNKbjvHxDGltO8cE8fEMXFMKe07x8QxpXZM8bkSBvYK0GLtvwAnte0K0sJJbrsCzOPdrqAw3HYFkbHhtnNM6XJMMcl8ljLb+ZTpS4YpQG7YsKHNmDEjuE29Cvo5dOQ71Nlnn+2mlIf2PmioX8F44oAbAAAAAIAcXadb5cJeffVVe+utt2z58uV255132r59+6xLly7u/k6dOiVItKb7//nnH7vnnntcsD158mQbNmyYS6wGAAAAAEBmEvU63R07dnQL1QcNGuSmiNevX9+mTZsWTK62bt26BMP7Wo/9xRdf2L333uuSO2hNuAJwZS8HAAAAACAziXqd7oxGnW4AAAAgOqjTjZxYpzvq08sBAAAAAMiuCLoBAAAAAPAJQTcAAAAAAD4h6AYAAAAAwCcE3QAAAAAA+ISgGwAAAACAzBp0K036xIkTbfny5emzRwAAAAAA5NSg+5prrrGRI0e6fx84cMAaNWrkttWtW9c++ugjP/YRAAAAAICcEXR/99131qJFC/fvTz75xAKBgO3cudOef/55e/TRR/3YRwAAAAAAckbQvWvXLjvxxBPdv6dNm2ZXXnmlFShQwNq2bWurV6/2Yx8BAAAAAMgZQXfFihVtzpw5tm/fPhd0t2rVym3fsWOH5cuXz499BAAAAAAgS8qd1l/o2bOn3XDDDVaoUCGrXLmynXfeecFp56effrof+wgAAAAAQM4Iuu+66y5r0qSJ/fXXX3bRRRdZbOy/g+XVqlVjTTcAAAAAACFiAsqEloOoxFnRokXd2vQiRYpEe3cAAACAHCN+S/No7wKyiNjSsyy7xJZpHulWjD5hwgSbOXOmbdmyxeLj4xPc//HHHx/bHgMAAAAAkM0c05rul19+2c4//3wrU6aMxcTE+LNnAAAAAADktKD77bffdqPZbdq08WePAAAAAADIqSXDNGddSdOA9HLkyBHr3r27FS9e3NWA79Gjhx09ejTsY2+++WbLkyePy57v3VTCzqPfVVk7rakoX768m5lx+PDhDDwaAAAAADiOoHvw4ME2ZMgQO3DgQFp/FQhLWe9nzZply5Yts19//dW+//57GzZsWIoZ9Pfu3Ru8NWvWLMF9K1ascEkNFi9e7G5PPvlkBh0JAAAAABxn0H3NNdfYjh07rHTp0q4ud4MGDRLcgLR6/fXXbcCAAVauXDl369+/v40ZM+aYnqtWrVpWsGDBYNI/lbRbvXp1Ou8xAAAAAPi0prtz5862YMECu/HGG0mkhuOmDpz169db/fr1g9v073Xr1rnU+1rOkNjYsWPdTQH6LbfcYvfee2+wXrw8/vjjbvR83759VqJECXviiScy7HgAAAAA4LiC7smTJ9sXX3xhzZtTYw/HT9PDpVixYsFt3r/37NmTJOi+++67bfjw4W7t908//eRmXijgVuDt6dOnj7stX77c3n33XStbtmyGHQ8AAAAAHNf0ci9JFZAelAhNNKrt8f5duHDhJI/XEoZSpUpZrly5rGnTpi64Hj9+fLJTzevVq+eSrwEAAABAlgi6n376aXvwwQdt7dq1/uwRchRlLK9QoYItWrQouE3/VudOuKnliYVOK08uMzprugEAAABkmaBba7lnzpxp1atXdyORmuYbegPSqkuXLjZ06FDbtGmTuylz+W233Rb2sR988IHLTK4kafPnz3frt6+88srgVPU33njDdu7c6e5fsmSJW9vdunXrDD4iAAAAADjGNd0jRoxI668AKRo4cKBt377dTQf3Onb69evn/t21a1f3/9GjR7v/jxw50u644w5Xx1t1uFUi7L777nP3Kanfe++9Z/fff78dOnTIZdhXQK4SdwAAAAAQDTEBDQnmIBol1bRlrRtmbToAAACQceK3kIwZkYktPcuyS2yZ5pFuz5YtW9wtPj4+wfa6dese61MCAAAAAJCtpDnoVo1u1epWOabEg+Sa3hsXF5ee+wcAAAAAQM4Jum+55RarUaOGjRkzxsqUKeMCbfijY/k7or0LyCLG//1KtHcBAAAAQHoE3X/88Yd99NFHdvLJJ6f1VwEAAAAAyFHSXDLswgsvtMWLF/uzNwAAAAAA5OSR7tdee82t6V66dKnVqVPHTjjhhAT3X3bZZem5fwAAAAAA5Jyge86cOTZ79mybOnVqkvtIpAYAAAAAwHFML+/Ro4fdeOONtnHjRlcuLPRGwA0AAAAAwHEE3du3b7d7773XZS4HAAAAAADpGHRfccUVNnPmzLT+GgAAAAAAOU6a13SrRnffvn1t1qxZdvrppydJpHb33Xen5/4BAAAAAJCzspcXKlTIvv32W3dLnEiNoBsAAAAAgGMMutesWZPWXwEAAAAAIEdK85ruUIFAwN0AAAAAAEA6Bd1jx45167nz58/vbnXr1rW33377WJ4KAAAAAIBsK83Ty5955hkbOHCgde/e3c4++2y3TUnVunbtatu2bXPlxAAAAAAAwDEE3S+88IKNGjXKOnXqFNx22WWX2WmnnWaDBw8m6AYAAAAA4Finl2/cuNHOOuusJNu1TfcBAAAAAIBjDLpPPvlk++CDD5JsHz9+vJ1yyilpfToAAAAAALKtNE8vHzJkiHXs2NG+++674Jru2bNn24wZM8IG4wAAAAAA5FRpHum+8sorbe7cuVayZEmbOHGiu+nf8+bNsw4dOvizlwAAAAAA5ISRbmnYsKG988476b83AAAAAADk5JHuKVOm2BdffJFku7ZNnTo1vfYLAAAAAICcF3T36dPH4uLikmwPBALuPgAAAAAAcIxB9+rVq6127dpJttesWdN+++23tD4dAAAAAADZVpqD7qJFi9off/yRZLsC7oIFC6bXfgEAAAAAkPOC7ssvv9x69uxpv//+e4KA+7777rPLLrssvfcPAAAAAICcE3Q/+eSTbkRb08mrVq3qbrVq1bISJUrYU0895c9eAgAAAACQE0qGaXr5Dz/8YF999ZUtXrzY8ufPb3Xr1rVzzjnHnz0EAAAAACAn1emOiYmxVq1auVtyTj/9dFderGLFisezfwAAAAAA5Jzp5ZFau3atHTlyxK+nBwAAAAAg5wbdAAAAAADkdATdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAKIddF9wwQW2c+fOiJ/45ZdftjJlyhzrfgEAAAAAkHPqdH/zzTd2+PDhiJ/4+uuvP9Z9AgAAAAAgW2B6OQAAAAAA0R7plmXLltmmTZtSfEzdunWPd58AAAAAAMh5QfeFF15ogUAgyfaYmBi3Xf+Pi4tLz/0DAAAAACBnBN1z5861UqVK+bc3AAAAAADk1KC7UqVKVrp0af/2BgAAAACAbIREagAAAAAARDvoPvfccy1Pnjx+7QcAAAAAADl3evnMmTP93RMAAAAAALIZppcDAAAAAOATgm4AAAAAAHxC0A0AAAAAQLSD7hYtWthTTz1lq1at8mtfAAAAAADImUH37bffbnPmzLGGDRtarVq1rHfv3jZ79mwLBAL+7iEAAAAAANk96O7UqZN99NFHtm3bNnv66adt586ddvXVV1vZsmXtlltusYkTJ9qBAwf83VsAAAAAALLzmu68efNamzZt7OWXX7YNGzbYZ599ZuXKlbOBAwdaiRIl7NJLL3Uj4AAAAAAA5HTHnUjtzDPPtKFDh9qSJUvc7cILL7SNGzemz94BAAAAAJCF5U7PJ6tevbrde++96fmUAAAAAABkWZQMAwAAAADAJwTdAAAAAAD4hKAbAAAAAIDMGnTHxcXZokWLbMeOHemzRwAAAAAA5NSgu2fPnjZmzJhgwH3uuedagwYNrGLFivbNN9/4sY8AAAAAAOSMoHvChAlWr1499+9JkybZmjVrbMWKFS5ref/+/f3YRwAAAAAAckbQvW3bNitbtqz795QpU+zqq6+2GjVq2C233OLqdAMAAAAAgGMMusuUKWPLli1zU8unTZtmF110kdu+f/9+y5UrV1qfDgAAAACAbCt3Wn+hS5cuds0111i5cuUsJibGWrZs6bbPnTvXatas6cc+AgAAAACQM4LuwYMHW506deyvv/5yU8vz5s3rtmuUu0+fPn7sIwAAAAAAOSPolquuuirJts6dO6fH/gAAAAAAkLPrdM+YMcMuvfRSq169urvp39OnT0//vQMAAAAAICcF3S+99JJdfPHFVrhwYbvnnnvcrUiRItamTRt78cUX/dlLAAAAAABywvTyYcOG2bPPPmvdu3cPbrv77rvt7LPPdvd169YtvfcRAAAAAICcMdK9c+dON9KdWKtWrWzXrl3ptV8AAAAAAOS8oPuyyy6zTz75JMn2Tz/91K3tBgAAAAAAxxh0165d24YOHWpt27a1Rx991N0UbGubSok9//zzwVuktBa8SpUqli9fPjvzzDNt3rx5Ef3euHHjXK3w9u3bp/UwAAAAAADwXUwgEAik5ReqVq0a2RPHxNgff/yR6uPGjx9vnTp1stGjR7uAe8SIEfbhhx/aypUrrXTp0sn+3tq1a6158+ZWrVo1O/HEE23ixIkR7dfu3butaNGibiq8EsBlZh3L3xHtXUAWMf7vV6K9CwAAAKmK39I82ruALCK29CzL7CKNLdOcSG3NmjWWnp555hm7/fbbrUuXLu5nBd+TJ0+2119/3fr06RP2d+Li4uyGG26wIUOG2Pfff+/WmQMAAAAAkC3qdHs0SJ7GgfIEDh8+bAsWLLCWLVv+t0Oxse7nOXPmJPt7Dz/8sBsFv/XWW4/5bwMAAAAA4Lc0j3TL2LFjbfjw4bZ69Wr3c40aNeyBBx6wm266KU3Ps23bNjdqXaZMmQTb9fOKFSvC/s6sWbNszJgxtmjRooj+xqFDh9wtdAqAHD161N28QF+3+Ph4d/N427WPoZ0LyW3PlSuXm1bvPW/odtHjI9meO3du97y5TvivT0R/Jv5ovMXExlhsrpjUt8cHLD4u4LbpPo+26b7Y3LEW89/m5LcfjXd/I3Rf3D4fjTcLt/1IvFmMWa7cSbfrefX8HFP6H5M+L+n52QvdrufV4xOfH8ltz6znE8fEMXFMHBPHxDFxTNE/pvi4f8OPmJiA5YqNs/j4WIsP/NeWio2Jt9jY+GS3x8XnskDgv0ZQbGycxcYEkmzXc+tvHP3/v/ff9n+PMS4+su25cx11z6vn/++Y/n/fAzEWH247x5QuxxRI9FnKjOeTb0G3poMPHDjQ1elWbW4vEO7atasLou+9917zy549e1xg/+qrr1rJkiUj+p3HHnvMTUNPbOHChVawYEH371KlSln16tXd1PmtW7cGH1OhQgV3W7VqVYJyaFpHrpH2pUuX2oEDB4Lba9asacWKFXPPHfqG161b1/LkyWPz589PsA+NGjVyo/2//PJLcJs+AI0bN3Z/r/ltDYLb9+04aPPHLbUyp5awU8+rEtz+z1+7bcnnq6xSg3JWpfFJwe0bl2+zVd+stZNbVLZytf57rdb+tMH+nL/BTrv4ZDux4n/rDlZ+s9Y2Ld9mDa6qbQWL5wtu/+XzVbbjr93WtFM9y53nvxPwp3FL7dDewwn2UWa99rPlLZTHGl9bJ7jt6OE4mz1moRWrUMTqXlqDY/LhmPR5Sc/PXminV/78+a1evXru/A7N06D1K7Vq1bINGzbY+vXrg9sz6/nEMXFMHBPHxDFxTBxTJjimw+3c9iIFtljNSrNtw/ZTbcP2msHHlyz6p1Ur97Ot3Vzftu2qHNx+UokVVqHUclu9vqnt3v9f3qcqZRda6WJr7de159vBw4WD22tUmG3FCm2xRb9fYvEhQWedqtMtT+4D9vPqf/fD0+CUSXb4aH5buiZ0Bu5Ra1Rjku3aV8pWrf837pF8efZY3WrT3f6t3XRGcDvHlL7HlC8uLtOfT0oE7lsiNQWxSn4W6q233rLBgwenac23XrACBQrYhAkTEmQg79y5s1unrTJkoTS6fcYZZwR7OMTrhVBPg5Kv6YVKbaS7YsWKtn379uBi98zaS3hD1TuD2xgV5phS2v7umlH0unNMHBPHxDFxTBwTx5Tpjyl+678BIKPCHFNqxxRb+vtMfz7t3bs3okRqaQ66Fc2rd+zkk09OsF1TzU8//XQ7ePBgWp7OZSxv0qSJvfDCC+5nHWClSpXcSHriRGp67t9++y3BtgEDBrgR8Oeee85Nc1dvXErIXo7siOzlAAAgKyB7OSKVo7OXK9j+4IMPrF+/fklKf51yyilp3tFevXq5kW1NFVDwrZJh+/btC2Yz14h6+fLl3TRxBfyqBR5KU2Ek8XYAAAAAAKItzUG3ppZ37NjRvvvuu+Ca7tmzZ9uMGTNcMJ5Wei7NmR80aJBt2rTJ6tevb9OmTQsmV1u3bl2aFqkDAAAAAJBZpHl6uajM17PPPmvLly93P2sh+n333efWW2d2TC9HdsT0cgAAkBUwvRyRytHTy6Vhw4b2zjvvHM/+AQAAAACQ7UUUdHu1rSOR2UePAQAAAADIVEG3kpUptXpKNEtdj0mcvh0AAAAAgJwqoqB75syZ/u8JAAAAAAA5MehWDew333zTTR0fO3asyzieN29e//cOAAAAAIAsLKJaXJ9//rmrnS2qn63sbAAAAAAAIB1GumvWrGl9+/a1888/363dVj3u5BKmderUKZKnBAAAAAAg24so6B49erT16tXLJk+e7JKlDRgwIGxiNW0j6AYAAAAAIA1B91lnnWU//vij+3dsbKytWrXKSpcuHcmvAgAAAACQY0W0pjvUmjVrrFSpUqk+7q677rJt27Yd634BAAAAAJDzgu7KlSunWrNb3nnnHdu9e/ex7hcAAAAAADkv6I6UEq4BAAAAAJCT+RZ0AwAAAACQ0xF0AwAAAADgE4JuAAAAAAB8QtANAAAAAEC0g+6HH37Y9u/fH/ET33jjjVakSJFj3S8AAAAAAHJO0D1kyBDbu3dvxE88atQoK1my5LHuFwAAAAAAOSfopgQYAAAAAAA+rumOiYlJ49MDAAAAAJBz5U7Lg2vUqJFq4P3PP/8c7z4BAAAAAJDzgm6t6y5atKh/ewMAAAAAQE4Nuq+99lorXbq0f3sDAAAAAEBOXNPNem4AAAAAANKG7OUAAAAAAER7enl8fLxf+wAAAAAAQLaUppJhAAAAAAAgcgTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAAAgOwfdL774olWpUsXy5ctnZ555ps2bNy/Zx7766qvWokULK168uLu1bNkyxccDAAAAAJBjg+7x48dbr1697KGHHrKff/7Z6tWrZ61bt7YtW7aEffw333xj1113nc2cOdPmzJljFStWtFatWtnff/+d4fsOAAAAAEBKYgKBQMCiSCPbjRs3tpEjR7qf4+PjXSDdo0cP69OnT6q/HxcX50a89fudOnVK9fG7d++2okWL2q5du6xIkSKWmXUsf0e0dwFZxPi/X4n2LgAAAKQqfkvzaO8CsojY0rMss4s0tozqSPfhw4dtwYIFbop4cIdiY93PGsWOxP79++3IkSN24okn+rinAAAAAACkXW6Lom3btrmR6jJlyiTYrp9XrFgR0XP07t3bTjrppASBe6hDhw65W2hvhBw9etTdvEBfN42y6+bxtmsfQycEJLc9V65cFhMTE3ze0O2ix0eyPXfu3O55c53wX5+I/kz80XiLiY2x2FwxqW+PD1h8XMBt030ebdN9sbljLea/zclvPxrv/kbovrh9PhpvFm77kXizGLNcuZNu1/Pq+Tmm9D8mfV7S87MXul3Pq8cnPj+S255ZzyeOiWPimDgmjolj4piif0zxcf+GHzExAcsVG2fx8bEWH/ivLRUbE2+xsfHJbo+Lz2WBwH+NoNjYOIuNCSTZrufW3zj6/3/vv+3/HmNcfGTbc+c66p5Xz//fMf3/vgdiLD7cdo4pXY4pkOizlBnPpywRdB+vxx9/3MaNG+fWeSsJWziPPfaYDRkyJMn2hQsXWsGCBd2/S5UqZdWrV7c1a9bY1q1bg4+pUKGCu61atcpNGfBUq1bNSpcubUuXLrUDBw4Et9esWdOKFSvmnjv0Da9bt67lyZPH5s+fn2AfGjVq5Eb7f/nll+A2fQA03V5/r/ltDYLb9+04aPPHLbUyp5awU8+rEtz+z1+7bcnnq6xSg3JWpfFJwe0bl2+zVd+stZNbVLZytUoGt6/9aYP9OX+DnXbxyXZixf+mQKz8Zq1tWr7NGlxV2woW/++1/OXzVbbjr93WtFM9y53nvxPwp3FL7dDewwn2UWa99rPlLZTHGl9bJ7jt6OE4mz1moRWrUMTqXlqDY/LhmPR5Sc/PXminV/78+V2uBXWS/fHHH8HtmkpTq1Yt27Bhg61fvz64PbOeTxwTx8QxcUwcE8fEMWWCYzrczm0vUmCL1aw02zZsP9U2bK8ZfHzJon9atXI/29rN9W3brsrB7SeVWGEVSi231eub2u79pYPbq5RdaKWLrbVf155vBw8XDm6vUWG2FSu0xRb9fonFhwSddapOtzy5D9jPq//dD0+DUybZ4aP5bema0Bm4R61RjUm2a18pW7X+7OD2fHn2WN1q093+rd10RnA7x5S+x5QvLi7Tn0/JxaCZak23XrACBQrYhAkTrH379sHtnTt3tp07d9qnn36a7O8+9dRT9uijj9r06dPdi5+ccCPdWjO+ffv24Lz7zNpLeEPVO4PbGBXmmFLa/u6aUfS6c0wcE8fEMXFMHBPHlOmPKX7rvwEgo8IcU2rHFFv6+0x/Pu3duzeiNd2ZIpFakyZN7IUXXnA/6wArVapk3bt3TzaR2pNPPmlDhw61L774wpo2bZqmv0ciNWRHJFIDAABZAYnUkBMTqUV9ernKhWlkW6PVCr5HjBhh+/btsy5durj7lZG8fPnybpq4PPHEEzZo0CB77733XG3vTZs2ue2FChVyNwAAAAAAMouoB90dO3Z0c+YVSCuArl+/vk2bNi2YXG3dunUJFqmPGjXKTUu/6qqrEjyP6nwPHjw4w/cfAAAAAIBMG3SLppLrFo6SpIVau3ZtBu0VAAAAAADHJ6p1ugEAAAAAyM4IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAAAAA8AlBNwAAAAAAPiHoBgAAAADAJwTdAAAAAAD4hKAbAAAAAACfEHQDAAAAAOATgm4AAAAAAHxC0A0AAAAAgE8IugEAyTpy5Ih1797dihcvbieeeKL16NHDjh49ekyP1c8VK1a0IkWKWPny5a1nz552+PDhDDwaAACAjEfQDQBI1qOPPmqzZs2yZcuW2a+//mrff/+9DRs27Jgee9ddd9mKFSts9+7dtnjxYnd78sknM/BoAAAAMh5BNwAgWa+//roNGDDAypUr5279+/e3MWPGHNNja9WqZQULFnT/DgQCFhsba6tXr86wYwEAAIgGgm4AQFg7duyw9evXW/369YPb9O9169bZrl27jumxjz/+uBUqVMhKly7tRro15RwAACA7I+gGAIS1d+9e9/9ixYoFt3n/3rNnzzE9tk+fPu6xmoLetWtXK1u2rM9HAQAAEF0E3QCAsDQiLaEj1d6/CxcufMyP9aaa16tXz26++Waf9h4AACBzIOgGAISlLOQVKlSwRYsWBbfp38pAXrRo0WN+bGi2c9Z0AwCA7I6gGwCQrC5dutjQoUNt06ZN7qZs5LfddluaH6sp5W+88Ybt3LnTJVFbsmSJy3beunXrDD4iAACAjJU7g/8eACALGThwoG3fvt1NB5cbb7zR+vXr5/6tNdkyevToVB8bExNj7733nt1///126NAhl0jtyiuvtCFDhkTpyAAAADJGTEBDDjmI6sNqqqPWGhYpUsQys47l74j2LiCLGP/3K9HeBQAAgFTFb2ke7V1AFhFbepZll9iS6eUAAAAAAPiEoBsAAAAAAJ+wphsAjkGrPkzpR2S+fJylQgAA5GSMdAMAAAAA4BOCbgAAAAAAfELQDQAAAACATwi6AQAAsqAjR45Y9+7drXjx4nbiiSdajx497OjRo8f02LQ8FwAgbQi6AQAAsqBHH33UZs2aZcuWLbNff/3Vvv/+exs2bNgxPTYtzwUASBuCbgAAgCzo9ddftwEDBli5cuXcrX///jZmzJhjemxangsAkDYE3QAAAFnMjh07bP369Va/fv3gNv173bp1tmvXrjQ9Ni3PBQBIO4JuAACALGbv3r3u/8WKFQtu8/69Z8+eND02Lc8FAEg7gm4AAIAsplChQu7/oSPR3r8LFy6cpsem5bkAAGlH0A0AAJDFKMt4hQoVbNGiRcFt+nfFihWtaNGiaXpsWp4LAJB2BN0AAABZUJcuXWzo0KG2adMmd1O28dtuu+2YHpuW5wIApE3uND4eAAAAmcDAgQNt+/btVqtWLffzjTfeaP369XP/7tq1q/v/6NGjU31sJPcDAI5dTCAQCFgOsnv3bjdVSmuVihQpYplZx/J3RHsXkEWM//uVaO9CjtOqD685IvPl43yXA4AnfkvzaO8CsojY0rMsu8SWmWJ6+YsvvmhVqlSxfPny2Zlnnmnz5s1L8fEffvih1axZ0z3+9NNPtylTpmTYvgIAAAAAEKmoB93jx4+3Xr162UMPPWQ///yz1atXz1q3bm1btmwJ+/gffvjBrrvuOrv11ltt4cKF1r59e3dbunRphu87AAAAAACZenq5RrYbN25sI0eOdD/Hx8e7bJk9evSwPn36JHl8x44dbd++ffb5558HtzVt2tTq168fXLeUEqaXIztiennGY3o5IsX08ozXZuZj0d4FZBFTzu8b7V3IcZhejpw4vTyqidQOHz5sCxYssL59//vCi42NtZYtW9qcOXPC/o62a2Q8lEbGJ06cGPbxhw4dcrfEdSf/+ecfO3r0aPBv6qaAX7fQfdEtLi7OQvsmktueK1cui4mJCT5v6HbR4yPZnjt3bve88bn+ex79mfij8RYTG2OxuWJS3x4fsPi4gNum+zzapvtic8dazH+bk99+NN79jVwnJJwUEXc03izc9iPxZjFmuXIn3a7n1fNzTOl/TPpcp+dnL3S7nlePT3x+JLc9s55P6X1MgSMH/n1f9ZnRexH6Pv37UUp+e6I5RnH//6fSsl1PGxu6PWAWF0h+uz5eoZ8Zb9+T284xpd8x6Xrj4XzKmGM6sveg5Q59U83sqHtXLen2mIDF6PMRsl2PjEthe6w+ZyHb4y1g8boeJLM9VyAmwV+Ns4AFUtieOxDhvnNMx31MOj85nzL2mOJ3etsDlis2zuLjYy0+8N8XaGxMvMXGxie7PS4+lwVCPk+xsXEWGxNIsl3Prb9xNC5huJMr9t9jjIuPbHvuXEfd8+r5/zum/9/3QIzFh9vOMaXLMcXm3ZXpz6e9e/e6f6c2jh3VoHvbtm1u58uUKZNgu35esWJF2N9RGYtwj9f2cB577DEbMmRIku1Vq1Y9rn0HMpMJxd6I9i4ASEaJET2jvQsAklHCkrYRAWQWxSyr2LNnjxvxzrElwzSKHjoyrl4L9WqWKFHC9XIga9EUDi0/+OuvvzL98gAgp+H8BDIvzk8g8+L8zLo0wq2A+6STTkrxcVENukuWLOmG9jdv3pxgu34uW7Zs2N/R9rQ8Pm/evO4WqlixrNNrgvD0hcSXEpA5cX4CmRfnJ5B5cX5mTSmNcGeK7OV58uSxhg0b2owZMxKMROvnZs2ahf0dbQ99vHz11VfJPh4AAAAAgGiJ+vRyTf3u3LmzNWrUyJo0aWIjRoxw2cm7dOni7u/UqZOVL1/erc2We+65x84991x7+umnrW3btjZu3DibP3++vfIKmYQBAAAAAJlL1INulQDbunWrDRo0yCVDU+mvadOmBZOlrVu3zmWG85x11ln23nvv2YABA6xfv352yimnuMzlderUieJRIKNoqYBquideMgAg+jg/gcyL8xPIvDg/s7+o1+kGAAAAACC7iuqabgAAAAAAsjOCbgAAAAAAfELQDQAAAACATwi6AQDJCk37QQoQAACAtCPoRtSoJrvExcVFe1cAJEMlHI8ePWpHjhyxmJiY4HkLIProCAOArIGgG1GhhrtKwa1atcruuOMOa926td166622ZcuWaO8agP/38ccf2/XXX29Nmza1Tp062fbt2915S+ANZA7qCJPdu3dHe1cAhKBDDIkRdCNqAffixYtd3fUdO3ZYnjx5bNKkSda+fXs3sgYgul5++WW76aabrFatWla5cmWbO3euXXjhhbZr1y53/gKIntCOr+HDh1vnzp3tjz/+iOo+Afgv4PY6xNR5/dlnn0V7l5AJ0HJChlODfcmSJXb22WfbXXfd5b6QPvzwQ/f/n376yZ555plo7yKQo7311lvu3FRD4YknnrCPPvrIHnroIVu9ejWNByCTdFzLwoULbe/evfbpp5/ak08+aevWrYv27gGW089PL+BetGiR9e/f30aNGmXffvtttHcNUUbQjQx34MAB69q1q+XNm9cefvhht03/PuOMM6x27drR3j0gR1u7dq0LtE8//XQ3su3RLJTixYsztRyIMi/gfuCBB9x5qZwLV1xxhb3xxhvWp08fAm8giiPc3vk5YMAAe/HFF10A/vXXX9uQIUPsq6++ivYuIooIupHhTjjhBOvXr5/lzp3brr32WrdNX0pbt261lStX2sknnxztXQRyrHLlytk999xjBQoUsKuvvtr279/vtn/++efuHK1fv360dxHI8WbNmmVjxoyxd99914YOHWoTJkywadOm2SeffGJ9+/a1P//8M9q7COQ43gj3yJEj7YUXXrAuXbq483Ly5Mn2zz//2HPPPecCcORMBN3IcAq2lTjt7bffdr1+t9xyi23cuNHOOeccl0ztuuuui/YuAjky4Yv+r1knWh+q81Kj3ppmPm7cOOvWrZtb512vXj0SxABRpmoChQsXtipVqgSrgJx//vluKcj48ePdVHMCbyA6tFTykksucXmLKlWqZC1btrTnn3/eLa185JFHCLxzKIJu+Mqbiqr/q5GwefNmO3TokAu8W7VqZe+//75LoFa+fHk3TU5TcUJ/D4D/dG7u3LnTVQ/QaHa+fPnsxhtvtDvvvNM1EpTB/NFHH7Wbb77ZTWX1evMB+C9cJ1eJEiXs77//tp9//jnBdi3TqlChgo0ePdqNgAPIOF7bNX/+/MFZYtqmmwaWevfubfPmzbOXXnrJvv/++yjvLTIaQTd8T/ayZs0al0hCidNUeqhJkyZuKpym2ijwfu+996xixYouIAeQsTT1TWX7lE+hZs2a1rx5c3vnnXeCgXf37t2tQYMGNnv2bDt48KDrMFPgDSBjkzKpY8zbVrduXXfe9uzZ02bMmGG5cuVy9+m8VQe2kpNq+rlGvQH4I/EAkbeeu0WLFm5JlhKPapu3Xcu2zj33XNcu1nVWmDmWc8QEeLfhY8CtUbIOHTpY48aNrVq1ala0aFHXyFcPX69evezee++1smXL2pdffummlV988cVujRoA/73++us2aNAgl1uhTp06LqjW2jPdBg4c6BK/aJsaB6+++qpVrVrVJWtSLz6AjCs79Pjjj7vrpHKiaJ3o5Zdf7jqqlazpiy++sAcffNCNfmv2mMpuKlNys2bNXDJEJUYE4N/5qYEklb8tWbKktWvXznVO33333e66qc4vnYtKRNqpUyfXJtbSkGuuucaWL19up556arQPBRlFQTeQnuLi4tz/Fy9eHChQoECgb9++gd27dyd4TK9evQIxMTGBYcOGBeLj4wNHjhwJfPXVV27bLbfcEqU9B3KOl19+OZA7d+7AuHHjAocPHw5u37hxY6B///7uXHzppZfctv379wdef/31QJUqVQIDBgyI4l4DOYOui56RI0cGihUrFhg+fHjg3HPPDTRs2DDQr18/d15u3rw5MGTIkED58uUDZ5xxRqB169bB87lZs2aBp59+OopHAWT/81Pt2VKlSgWqVasWqFWrVuDqq68OnoO9e/d27eDKlSu7m+4/dOhQYP78+YGTTz458Ndff0XxKJDRGOmGL5YtW+bWlqmnb/jw4W6bPmoaAfemwWm9qEbQNBquZDC6T73zJ510Ej1/gI+U4fjKK69001KVfMm7DHi99tu3b3cjZ+q9//HHH61WrVpuxFuP12wU7xwG4K/58+fbm2++aW3atHE30ei2Rr01iq1M5UWKFHHnbKFChVwiRFHpMC3d+uabb9wsMwDpt9zDu1ZqmniPHj3cTJQyZcq4mZzPPvusqwIyceJENzNFMzu1nPLw4cOutJ+un/fdd5/NnDnTpk+fbieeeGK0DwsZhDXd8IUSRSg5ky72e/bscdv0JaUvG28NjL508uTJ46ayiqajKwAg4Ab8o/XYGzZscP9evXq1+3/ixGiaptqxY0eXEXnbtm3BtaJt27Z157C2A0hfqrv966+/Bn/WelBNR1WyUS3N8jz88MMuH4oa7cOGDXMBt85ZBdwLFixwJf8UqH/66acE3EA6WbFihWunetfLt956yyUZVTtWpW5LlSrlrpvqCNM19rLLLnOBttZ3azmISnCuWrXKVQbR+amlWgTcOUvuaO8Astcabm+Ni7IcKwuyygxpfZkSvqg3XrwvLK0P1eO9DI8A/Ke1ZioJpk6xrl272t69e11+Be+89M7lM88801Ua8ILuUIx0A+lLAbQ6qEM7nTWSrcSGSoqmUbOGDRu6zi+dnyo7pPNQs8UqV67sZo6J/q0syUqwpmssgOOn2SU//PCDK/WlTmddPxVY79q1yyU41HkpCsAVYOt6qlwKOn/1e7ruHjhwwJXH1awxzUA5/fTTo31YyGAE3ThuXiP9r7/+ciPcahhourh67RVUa5qqvoAUeCt5hP6tL63FixfbKaec4hoIAPxv1K9cudIF2pqGqka6zk/NOBEF3qLzU9v1eGUt1/kMwF+a5aUGuhrn48aNc2U0NUL23HPPufNRjXSVAdN5qxFtnaeDBw925cE0cuZRIidNYaWsH5B+NONE55sogaGWQepaqhkoKqep5IYaufYCb41ya0BJ11Evc7kSkCpzuWp3e0E6chamlyNdAu6lS5faJZdc4r50fv/99+AaUQXcWuuiAPyVV16x3bt3u+3qoVfDQl88TH8D/KWpbLfffrtNnTrVrdEWNdzvuusue/rpp+3++++3Z555xm1XY1098cq4qrXcKucHwB/Ke6JRadH6T00v17moGts6V9VQV+Ct6gLKTD5q1Cg3A8U7V3VeJ17yQcANpI/XXnvN/b9GjRquQ+yjjz6ySpUq2dy5c102ck0vV/6EhQsXunPRo8Bb96lNrDayd37qXCXgzsEyPHUbsl32xl9//TVQvHjxQJ8+fQK///57kvtFWcqVDfmpp55y2wcPHhwoWrRo4JdffonKvgM5xdtvvx0oWLBg4N133w38888/Se5XBmSdlzo/n3vuObetTZs2gbp167qqAqEVCQCknx07drjMx7Vr13YZyD3jx48PXHzxxYG2bdsGfvjhB7dt3759gS5dugTOOuuswCOPPJKg4gCA9Ddr1ix3XbznnnuC237++edAhw4dAieddFJg7ty5bpuuq7p21q9fP3DHHXdEcY+R2RF047js2bPHlSi59957k9y3fft2V87EM3To0EDevHkDTZs2DRQqVMiVTADgn3Xr1rmGwCuvvJJguzq+Vq5c6Ur5qXyJKPA+4YQTAiVKlAiceuqpwUb90aNHo7LvQE6wadMm1wmtTi6V6vN88MEHgYsuuihJ4N2+ffvA7bffnqBTG0D607VRJTVV8qtbt27B7RosuuqqqwKlS5dOEHg///zzgXLlygUef/zxKO41MjPWdOO4eNmNtU7F45VBePXVV900HJUO07/79evn7h84cKDLsFq/fv0o7jmQ/Zd9KKuxEr2cd955wfvGjh1rU6ZMccmZlGjp2muvtd69e7sprjqfv/rqK3e/proq07mm1AFIXzrXNNVUZYaaNm3qkjK9+OKLLu+JzkdlOhZdO5WhvH///u5xmmKuqate7gWmkgP+XEN1nikbua6Buk4q07gqBygB2qBBg9y/27Vr56oLNGnSxE0nL1u2rMupAITDmm6kiVfuSzUHlWlVa8u0hnv58uUuaYTqE6pcyc8//+xqF15wwQU2e/ZsGzlypPs9Bd4KBAi4Af94pcDUSNA5qtImOmdvvPFGtz5Ujf3PP//clQD74IMP7JdffnHbVG1A9X8JuAF/eRUAlO9EiZiUnKlAgQLuGvrQQw+5+xR4KwGpzsV7773Xrff2spd79YIBpC91ZnnJz4YPH27ffvutSz6q89RLOOoF3hpw6tChg82aNcuV7dM5S1lNJCvaQ+3IOrx1nQsWLAiUKVMmOK1m9OjRbt1L1apVA/ny5QuMGDEisGzZMnffrl27AqeddlrggQceCD4P0+IA/4wcOdKdj2vXrnXrtTXVrWTJkm4qXI0aNQITJ050U1pF9xcrViy4ltvDOQr4b8KECS63iaaPK3/Cn3/+6dZ46zzVlHPP2LFjAz179iS3ApCBlGdB185JkyYFPv7448CAAQMCefLkCfTo0SPBVPMLLrggcOmll7qfuXYiJQxjIE3TVVXmS1NVlaVR02nkf//7nzVq1MjVH9RUcpU68XoLNWKm8mEqr+Bto3ce8MfLL7/sMpFr6rjq9YpKDKn3fc2aNe7cDa2xvWnTJlcX+OSTT07wPJyjgH/XUc/ff//tztMzzzzTbddyLGUz15KtESNGuJFvjYTfdNNN7hbuOQCkj9D2qWaIqUyfrqeXXnqp29a6dWurXr263Xbbbe7cVGUejXirMo+WagnXTqSEb25EPNVGU1BVX1DTxlVmyKMyYKrlqy8mL+D2fk9r0VROTDULhS8kwB+vv/66de/e3SZMmGBXXnllcPvOnTtdWb4LL7wwQcCt5SFaCqKSRGpMAPCXFyy/9NJLbsqqyvEdPnzYTRv3KAhX3W1NKVddYNXmDvccAPwJuFUOTCU1169f75Z9eBRoX3XVVXb55Zfbk08+6ZZ+iAJxb8kHkBK+vZEqfRHpi0frPxV0q36o57HHHnM98F7dUI8SS6iHUDVFJ06cSC1uwEfff/+9631X0K3z1HPDDTe4Rrsa8B4lVlMNbiWIWbdunVvDzRo0wD+hjXHlN1EwXbJkSXdd1LVTtXw16u1RR1jLli3duRta+xeAvwH3gAED7Oabb3a5hzp16uSurT/88EPwsVrbXatWLXd+avZY6LlNhxhSwycEEVESphYtWtiWLVts3Lhxbpum1ijJhBr66hX0KKGEksEouZp680maBvhLGVPPOeccl0Dts88+c9sUVP/0009uermXEE0NhE8//dRlKNeslPnz5weTpoWOggNIP15jfOHChS5LuaaOn3baaVavXj174oknXIZyZUJWUsMlS5a4RGrFihVziQ/pEAP85QXcuh5qCaU6pZUUTcuxVE1AHWVq13qd1pr1ed1117nrKCPcSIsYLexO028gx9I08RdeeMFlI1dP33fffWfvvPOOXXTRRQkep+lyf/75p8ucrC8uAP7x1niuXLnSTRdXA0KdZAcOHLAvvvjCypUrl+Dxmm6uJSGa2qrHeqWLAPhDzSw16LV2W+ea1oB26dIleL9mg6mqgK6xRYsWdQH3nDlzXIcYeVAA/6mU5vjx4+3gwYOuY1oj2qJ/a8amOsN0zdSyLJ3DqtCjzmzOT6QFQTfSRF886vVTrdC77rrLjXYLXzxA9Hjn34oVK1xpoXnz5tkjjzziztGUki9x3gIZm3dBy0AUcOvaWapUqeB9Sp6mzjB1iml2mM5XyvYBGePFF1+0p556yp2DGsFu0KBB8D51aK9atcolVtOsMl1jdV7SYY20IujGMY94a63LwIED3TQboQEPRI93/v32229uyYd+VgNfmcuFrMdAxkjpXFPjXslIVfO3W7dubmQ7rc8B4Ngl11bVYNKQIUNcNZ6+ffu6JSDJoUMMx4JPDNKsTp06rlEvWoemhoHWjxJwA/5LrjGu80+NCZX/0lRVTTXXWlE9VtnMacADGXt+amqqRrB1buocVICtQFsNdo2Wabtmo4QLvDlfAX/PT+VXUCJDlbRVXiINIO3bt89NJ9c1tGfPnla7du2wgToBN44F3+pIUXITIVSbUIH3+eef7xr3H3/8cYbvG5DTbNy4MdhgUNbx5AJv1d5Wo0ENA1UbmDlzZhT2FsiZ5TWlT58+9r///c/efvtt69Wrl6vyMWPGDHefrplKNqqZYkqkpoY+gIwLuJWs8IorrnCj2aoQoDXdotlhOm+1Zvv55593idWEQSWkB7pqkIDXm6ckTCpb4n3RhJuOo8BbdQrVQ6gsrAD88/XXX9vTTz/tpr+9++67bomH6ohqjVlygbdqiWod6bnnnhu1/QZyCu8aqYBa5+jkyZOtYcOGLvDu3LmzS9Kkc1PlhhR4792716ZMmZKgDCcAf4QG3BrNfvnll90otzrIvPXcGkxSu1aP1bW2atWqtG+RbljTjSAvsJ46daprqB85csTV+b3wwgtdJvLk1sEoW3mePHmiss9ATqEcCg8++KCrH6qbaocqsE5uunni7awRBfy3Y8cO16hXMrRbbrnFPvroIzd6dt9997l63GXKlHF1ulu1auUe711XyYkC+E+lv7SkQ7kVVAZXVXhat27t1nEr6NZ9GukWld9s27YtydKQbmiBIUgXfDXsL7/8ctf7p5rcjz32mEv4snnz5mDDIDECbsB/aiA0a9bM/vjjD6tbt64rCyYKpMOdl4kDbAJuwH8qNXTVVVe566jq+fbu3dsF2QMGDHAzTxYsWOCC8rlz5wZ/h4AbyBjKeaLOsKZNm7os5Zpi/tJLL9mECRPcMg/NUhk2bJh77GWXXeYCbmUpB9IDrTAErVu3zn0JDR8+3K0H1UiaGg+qF6ovIS/w1ogZAP95wbR30W/SpIm99dZbbrtKDk2fPt1tp8EOZCxdBxM3xnVeqra26nGXKFHCZs+ebeXLl7cbb7zR3a9Gffv27a1WrVrWuHHj4LnL+Qukv3DBssr0aeaJzrnRo0db165drVOnTm4Gijqzdf6qrRvakc1IN9ILQTecZcuW2fXXX2/vvfeem0ru6devn7Vr1871yivhS2giJwD+UVZVrzG+adMm14BQ+S8t+VACJk0xHzlypFvr7Rk/fnwU9xjIGbZu3equg15jXCNlykquMkOq56s8JwrKNVtMU1bViNf6bU01P+ecc9zyLf0+HdiAPxQ0e+fnTz/95KaV79y5023TbBTdv3bt2mCtbS2TzJcvn5uRMmLEiGRndgLHg+gJTs2aNYNTVtWI379/f4LAu0OHDi4pjLI5MtUG8I93jqnhLkrmovWfZ511liszpNEy5VlQuT6dr0oAo+BbnWPKkkxDHvCPzrsqVarYn3/+6X5WEiZNH9fPmnmioHrhwoXBUn1Kdqip5ko8qka+kjQlznQOIH106dLFvvnmm2CHtZZ3aM22ytqqnfvFF1+4kn3KWaRzct68ee662qZNG1uxYoXr2PZmdDIDBemNb/wcKnEPni7+arhrmo1XKmHPnj3B+/XFpWk4SjDBVBvAH2oQaN2n1pyJRsZ0Xj7wwANuarl67LXOTKNmF1xwgcu3ULBgQZegSSPjatQnt8YbwPG76KKLXH4FdXz9+uuvrvGu5KOff/65mymmSgFnn322a8zXqVPHJWpSEjWNgms9t6avqtFPgx5IX+qsVs6Ta6+91n788UeXo0jJ0FTSVoNGunZqDbd+LlCggOukrly5smvzFitWzM3o9Gag0CEGP5C9PAfykraoUaAvGY2oVatWzZUx0ZfN3Xff7b6wtJ5b5RM0FQeA/zSKrfJCr776qqsfqkZ7hQoV3NIPnZuffvqpS26oc1KNCf1fU1ilZMmSrqGgBr3qcwPwh4JnzQBTojSV7FMjXqWFRCPeqjKgIFwjblq7HZoozZvOCiD9aZq4rpfKRXT//fe75R1KXOhRm3bMmDEuN8o111zjOs103dRN5yjXT/iJrpwcSF8sGkFTj/3777/vRrUvueQS14jQF4/q/yoRjBr4WsetUTUA/lJQrVFrzTa59dZbbfXq1S7A1joz0bl56aWXuvNUwbmWfGg2SunSpd3N66GnwQCkv9BlG6q9rdraGtHWaPeBAwfcdgXXGjlTMlKNquk6unLlygSj2gTcQPrzxg9VTWfcuHEuO7lmmOj8Cx1b1MwxXV91Gzt2rDs3dU56a7i5fsJPjHTnQEr0oilw6v3TdHGtC9XUG/1bX1KasqqPhaa4qtf+ww8/dJlYAfgjcckg9c6/8847rtOrdu3a7vz0prupJ14/9+zZ0zXsVWkAgH9Cp5uqqscpp5zisiBrxFujab/99pubRq7Rbu9c1jTXN9980wYNGkRDHsig81NJDnVuagRbgbVmhOmmXAuhVFFAiYFnzJgRpb1GTkTQnc0pC6MSSJQrVy64TWVM9GU0c+bMBNu1LlQZWLWuVGvW9NHQ1FWVUgDgf8CtGqFKaKj1opph8u6777rMyPXq1XMN+NDAW9PnlFyNkTMgYxr0ymysWWKagaLZYVqapcBbydR+//1314APDbw9TFkF/D8/NcNkw4YNbrbYGWec4fKcXHfdda7N+8knn7jrZXK/C2QEPm3Z2I4dO9y6ldCEaKKGgqauqpEgXr+L1nRrfZp6/0SNBgJuwD+hGVI1TXXixIkue6pyLWi9ttamaQbK0qVLXVZW71xVA14dYwq4qSYA+MdrlGvE+rXXXnPLr84///xgdQFNNX/mmWdcXhRVGdC1NXGSNAJuwN/zU3kUlIS0WbNmbrmV6BzVTE0t81ACNeUqSvy7VPtARiLozsaKFy/ukqXVqFHDjYqpdIno54svvtit5V6yZEmwgaApOcrgqEQUADKuwaC625ouriBa60O1dlvTVQsXLuymwd1+++22bNkyN5088eQkRroBf6kqgDrENOtEndMauda1U8s/Jk2a5EoP6Xqq81U5FwBknA8++MDlJ9JMEyVHK1++vBtsUme1ro+aXq413hrp1rZQjHQjI9H9mo1pBEzlSQ4ePGidO3d2CZmmTZtmJ510kt1000324osvut77u+66yypWrOimr/79999uBA1AxtDomaaV69ysVauWLVq0yJ2b6pnXlDidjwq8Nd1cgXfiqasA/L+WaqqqGuhfffWVa+RrWrnyoSjQ3r59u918881uOcipp54a7d0FchSdf1WqVHFLs5SzSEH26NGj3Xmrtdya8allIerc1jUWiBbWdGcj3voUJWEqUqSI26aGgdaYaVvbtm1dA0FZyTVt3Osd1M/6IlKjQlNxtBYGQPpTMK28CR59/WqEe9OmTTZ+/Pjg9sWLF7ukhipJpNJDqtGtjOX58+enjigQBVrDrUzImjGmc7h169auQa/8C+3atUswws35CWQc5SPSEg8lONRItq6XSkCqnEWadq4ObS0D8VC2D9HCSHc2oou81mMrSZqmo+pnlRWaNWuWm1YzdepUVyZMU1TVE6hpOO3bt3dr0Lzp5d5aGADpSwkK1Tjo2rVr8IKvEWt1kH355ZcJOsuUOO2qq66yr7/+2i6//HKbMGGCK0/kBeo06IGM4TXQdf2cPn26W7YV2oBXiSLNKBNvFgrnJ5BxNBNMOYwUcPfv39/OO+88V7pPndf6vwabQhFwI1oY6c5m9KWjkl9ab6aSJa+//rrL3uhlT123bp0LvNVw+Pjjj91UcwAZ03j3GuRae6YRMlH5L42SqUSfsq7q3BRNY3377bfdeatzWTNT6BQD/JF42UboaHXikTEt9di8ebPdfffdbuRbM8pIlgZkvNDz1Gvnaptmht1www22f/9+16lNRxgyAz6F2UydOnXcVLfly5dbhQoVXC+86ItIDYdKlSq5xrySTKjR72UqB+AvNdp14VfHmDq+7r33Xrddyz40E0Wj4CNHjnTnrnIrKDGTZp8o6aEym2sbAH94AbdyKojOVW9MIvHImGaeqMqAkh7Onz8/eH0FkP7CjQ1620KDaZ2HCraVJ0XnpzrENEOFLOXILAi6sxHvol+yZEn3paPpqErQpNEy8coLKfDWOlFNZdU6bgAZ12BQ9QAF2K+88kow8B41apRdcMEFNmXKFJcJWf9WSb+nn37arU9TVQEA6S+0Ma4M5VqapfPTC8TDNdaVmFRJSNWBranlGmFjyiqQ/tRG9TrElLhQQbVoW7iOLiUM1qBS/fr1XfUe7/xkpBuZAdPLs9G0uMTJW37++WfXaP/zzz/tzjvvdFNtRA17lU9Q0M2UOMA/oeekSvHp3945N3bsWLvttttc9YARI0a4bVr+oZHwAgUKuCRNerwSrc2cOdNNSVeHGoD0Pz81eq3SmuqwVjWPPn36uLWiiR+XeBo6SZmA9KfzUNdHz8MPP+wykKvdqplhKteX+Pzzzs3Qc5TzE5kJQXcW5325fPvtty6Y3rlzpxvh1tQaZTpW4K2sjqozqtq/Kh+mLy8F4mpYAPBHaENdnV9a97lixQqXIE1LQDSi/c4777iGhTrFNCsllAJtVRdQQ0MBt3ruAaQ/5VR49dVX7aGHHnLX1JdfftkKFizozkuVAhMykgMZQwkLW7VqZd27d3fLrDTzRFnIBwwYYGvWrHEdZJoBprxEQmCNrIKgOxtQLV8lYFKgvXXrVpfFUaUTVJ5II2Zao6Zew2+++cYF6KpZ2KBBg2jvNpAj9O3b151/jz32mJsep0BbvfXqJFPHmBKk3XHHHXb99de7hr9Ho24aAdc01tNOOy2qxwBkV7/99ptr4D/11FN2xRVXuG3Kn6Bz8q+//rLevXsHZ4klHuUGkP527drlytcqyFaVHVXzUIJRnZ+abq5lHeoM02wwL/D2kqgBmRlBdxanNSvXXnut66nXiJmyHDdq1Mg15ps1a+amsCrwVmNfb7VuTFEF/KNz7cQTT3QjYypZctNNN7lgWuejevA1yv3SSy9Zly5dgr+j9d3vvfeeG90ObdRrZorWqAHwh7KQ69wcOnSoq/ThjZqpA7tu3bquwoeylGsdNwB/eR1bKqE5fvx4Gzx4sJvBqeujymfKkSNHXEZyXUMVeGvkG8gKmCuVRXl9Jeql1/oWBdyaQq6syKq9rak4mnLerVs3VzJBQUCJEiUIuAEffffddy5R2vbt291UVCV9UQNBjXr1yKunXtPI1VjQfZo6rsaFRtW8mSih/aAE3ED6CZcUTQG2zrPZs2e7n3XeKvBW5QDV49b5++6779qPP/4YhT0Gctb56XU6azaYcioMGTLEDRwpyaFHydE0O+XNN99011UNOgFZAUF3FqW1oaIpqZr+pkaC1p+1aNHC1eb+3//+5wLscePGuQY9AP+VLVvWdXD179/fNdbVWChatKhb0qE63Er+0rVrV/fYn376yT799NMkpcCYvgqkv9A12eqsVseYprHqOqmlH6NHj3b/1/mnQFzTVVU1QDlQ9HiNtAHw//wcM2aMC6hVkk+zT4YNG+aulT169EgQeGuQSZ1ljzzySBT3HIgcCyCyIDXSVbtXXzRay62ETEqMppHu++67zz1GJRO0DkaZkTt06BDtXQZyhGrVqrlGghoIWvqhpIZ58uRxI9sa4VbHmDdtfPjw4W6E7dRTT432bgPZnteg1zpRBdBqtCu3iUbSNG31hRdecDPDfvjhBzfKvXr1aheYKweDprIuX7482ocAZPvz84EHHnDLItUBpuukOrG1hFLUma1OMSVXE53DmkUmrOlGVsBIdxakL5qaNWvasmXLEmxT77zqb2uN2nPPPeeSwOjLqkKFClHdXyAnzDoRXfRVe1tLOrySJmrgqwNM67o1mqYGg9Z1q6NMa9bU2Ag37RXA8fHymHh0fdQomq6P6rDWSLeqCaxatcp1iGl5iEa3tb1WrVouJ4OsX7/eTj755CgeCZD9qYNL10slGdXMMOVTkMKFC1vHjh3diLcSj+rcTYyAG1kBidQyKe9tSW6qqTI7amr5rFmz7Mwzz3Q9gsq+qh5CrRWVSZMmkaUc8JHOMY2SXXLJJS45mhrsmk6u9dlt2rSxJ5980pU92bhxo/u/ZqMUKlTIjW6ruoA6y+ihB/ynDq6VK1da6dKlg0s8lPdEnWPr1q1zjfnatWsnSF6oSiCPP/64K1mkxyoQB5A+ElcDUC4izTBRrhNt1y102rkyl48aNcplL9e1lxJ+yGoIujMpL4Oq96W0bdu2BEnQDh8+7JJMKDmaagBr7aiCba090/RzTTmnDjfgr19++cXatm3rRsaUT0HTyRVsq6a2Rs5+/fVXN7Lt1djW49Sgz5s3r/uZgBtIf1rrqaniSioqmhWmEkP6vzrCtOzKo9FtBd4azVbCtDp16rjtmomiUXGNvilZk3cOA/Cn4oeWQqrNq6Rp3iwVBda6Tn7//fduEEnXTy3ZShyQA1kBn9ZMSGs9W7duHfxZDYUyZcpYz549gzUJ9aVz7rnn2tSpU4Mj2wULFnTTWNXoJ+AG/OFNBVdDQCPWSu6ikkLnnXeeG9HWDBRNY1Wmco2gzZgxwz1eDQiNgnsBt34m4AbS15YtW+zSSy9110GPRqh79erl/q8ZKTpPPSo51KdPH9eY95aESPny5V2ZMM0mI+AG0o9yJCiRqOjcU/JfUSfZtGnTXLtWQbUXUOucVlnNBQsWuOunV+WDgBtZDSPdmYzeDk1N1VoWNei9kW5Nqfn6669dkpfGjRu7BkTz5s1dQjU9VpkeAfhPuRJCO7XUgNBaM9UTVeCtxsGgQYNcUkNNk9PsE2VYJWEakLEzxTSqnT9//mDWY9Xz1XpubVNFgXLlygV/R+u3NUOMhjzgH+UcuvXWW12HtAaJtOxDAbj+rdkmCsJVnk+DTxdeeKFt3brV7rnnHhd4z5kzx53XQFbF1SWTUYB9/vnnuwa6pr0pM6PWsWiqqqapah3Lzp07XYNeU1kVcKuxEJpUDYA/1DioXLmyy7Cq9aGieqGaWq6s5RpBU4k+ZS9XA0KNe02dU6cZAP9onfZpp53mZqKoYa6lHOog0zpRTROXK6+80uVW0DVVo9ibNm0K/r4a/SQ1BPylWZvqoN69e7craat8CTr3dN4p6e/999/vlmwpcZqWemjGiqoIqONa57U61ICsipHuTCC5dSlaw6KGgQJrjXJrSrmowaAev/fff99lRFZmR2VQDu21B5D+1OH19ttvu9q9SrqkZSD9+vVz92nNqJZ4KPGSzkkF27///rtLbqhyYUwlB/yjaeC6XqpTTImW1EDXaJpmnqjDWolG1SEmSpr28ssvu3N0+vTpLjcKAH95MzdVfk+dZPq3lkeqXF/Tpk2Dj1NgrXwpXuLRCy64wJ3P5EBBVkfQnUloVGzNmjVuxEyJW37++Wd75pln3HpQjWorUZqmnXuBt0fbVBu4UqVKUdt3IKdRiSHVEVVG47Jly7pGw6JFi1xHmRoTakAkzsxKgwHw1/z5812CUXVUe4G3Rru1jlvVAkIDby3J0uMVkDOlHMi4gSUNHOnaqJljOieVtFDnaGjgfeDAATdTLPGSESArI+iOMr38R44ccdlW9SWkHj1NvdEXkBrv+qKZOXOmm86qRC9q5Cvw1peWl5AJQMbT9FUF2lqDpnVnmganJDAtW7Z05y+AjG3QT5482ZYuXWp9+/Z1ydSUBVn3eYG3bqr2cdtttyV4Dhr0gP/n55IlS9y5prZszZo13TbNNFGHmAae1AGmJZVXX321awtrWSWQnRB0ZxJa39KwYUM3HVWNeCVm8uhLSiPaWuuiaavqwSfgBjKP/v37u8a+8jAoGFeVAa9cEQD/ae22Ehdee+21bmqqZp0o67iWZnmB9+jRo90MFQXjl112WbR3GcjWQmd7DRw40OU6USK1GjVquCTAum6KZnTq3FRSUuUzUtI01es+4YQTonwEQPoi6I4yrxah6m7XrVvXDh486P6vKeVKqJY48Na6Ua0l/eKLL6K63wAS9uLPmzfPlQpTp5ga/EwlBzKGpolfcsklLjGTMh5rKYeul7fccoudfPLJwanmWsKla6dGujk/gYyhHCgjR45052eVKlVc3pPXXnvNevfu7TrB5Ndff3XTzdU5ppkqOj9ZkoXshqA7E/QCKvt41apVrUiRIi6bqpIzaZ2ovpA0xSbU3LlzrWTJkla9evWo7TeA/yReu+2hwQCkvxtuuMGuuuoq69ChQ3CbRsqU7VgNd2VH9s6/zz77zD1WWcvV4A+dQs75CfhP+Ynuvvtue+SRR9xAkjq9NH1cy7GmTJniyoHpvsRY8oHsiOwhUW6oaxqqvnzUs6eyCAq2tU3Bt+oUqjEhmnKu6eVnnnkmATeQiYQLuHV+06AH0p9mhWnG19SpU4PbVHJIuU5Uh9uj869JkyauQ1vTzlUqLBTnJ+A/rd3WUo5GjRq5/ERdunRxeRU00n3OOefY0KFDk5ybQsCN7IiR7ihSAgl9GSmJhEa3lXHVm676xx9/uJ579fYVLVrU9RYqSZOSTAAAkFMpA/l7773ngmxdO5XpuGfPnu66qQSkGt0WJTjUSJpG2ho3bkxDHvCRBomUT2Hjxo1uDbdyEIXOKtG5qf8r6FZeol69erlkpJrlqcEmqggguyPojhIF12oI6P/KqOoF2/pyUsNAo2cqo/Duu++6JGuqP1qrVq1o7zYAABkudLrp33//7dZrazr5mDFjXOCtf/fr18/NElOArQ5qjabpmqqqH7q+MmUV8IfONSVGO/30023ZsmUukFa2ci8Zmqr0aGRbORbefvttl7/opptucgNP+n+40mJAdkPQHSW6+Ddv3twF0q+//nqStaHqoS9VqpR7nL6Ewk1hBQAgp2Up/+GHH6xgwYIu8ZKukRr1btu2ra1atco++eQTe+ONN1yj/8QTT7RJkya5hj8NesAfL7/8spsi/sEHH7jyt+r4Ou+889y5qGnlXvt1xIgRbtmk2r5KmLZ//35bsGCB6whLLjcKkJ0QdPso8UXe+9n7v76k9MUzatQoN7Vc9HZoipzWuQwZMsQqVqwYxSMAACBz0AjZXXfd5cqAKbfJzp07bdCgQa4E2Pjx413gLQrE9+zZ45ZmqSFP0jTAHzr3rrjiClcOrF27dm6blnuoXJ8qCSxfvtwlMtRNeRfeeecdNw29XLlyLqO5OsSYgYKcgm5fHymwXrFihZtyo6niXi+eF4irJ1ClTDQ9TsG3F3SrYTFnzhx65QEA+H8aQVMyUU0f1yh2tWrV3LRW1fxVgiblSdE1VA34YsWKuWsuSQ0Bfxw6dMhlI9d5qMGi0AoD6vTSbBPNSNHa7eeff95KlCjhciyoqoBGxxVwe0sqgZyAK5GPtIalU6dOrobohx9+aJdffrnLpqpyCaJkL0o4oRqGs2bNsvz587vGgRoOqjFavnz5aB8CAACZgkbElHjJm4qqBnu+fPlcI1+JmFq1amWzZ89OkHCUKauAP5QMTTNN9H+V5BO1ZdesWePOQ1UOELWDtYzyvvvucyVvPXSIIadhernPtH5FXyp16tRxX0Lq7dMUOPXWa5qcRrNVRuG7775z69P0OJKmAQByquTWX69fv94uueQSF1Q/++yzbhRNtMZbjX4tx7r33ntpyAMZPANFSyInT55su3btchnMNWikNdsFChSwV155xc1I+fzzz6106dLR3l0gagi6faYRa41waw2LEkpoZFtfQE8++aSddtppdvvtt7vMq5UqVXKPJ5kEACCnCg2433rrLVu8eLH7d4MGDezGG2+00aNH29ixY12APWzYMNu3b5/17dvXTV3VdmENN5CxNm/e7M5HDS5de+21dv/99wfPxTZt2rjlIO+//z7tW+RoLBr2mdZtq6aosjaqRIKSRyixhILs2rVru/XbKqGguoXCFxIAIKfyAm5lKe/Tp49bprV3717r0aOHm8p62223ufXb69ats1NPPdU6dOjgRtqUG8VDwA1krDJlyrjOL81C0XLKp556ym1XkjWV+FMCNS/HApBTMdKdASZMmGDPPPOMW+uiAFxTbDTyrZHulStXukQUyvKonwEAyMmUYPR///ufKwXWtGlTl5lcdbk1pVzXUG9GmJZlFS5c2OrWreuSMTHCDUSXOsA04q1SYL/99ptLaLh06dJg0jTOT+RkBN0Z5Nxzz3VBd9myZW3KlClWr169aO8SAACZjpIuaWr5t99+6xKk3XzzzS4/igLx3bt3uwb9+eefn+B3KDsEZJ7Au3fv3rZ161ZXSoyAG/gXZ4DPvB55fQHpi+iJJ55wATdrtwEASLqeW6NjWoL1wQcf2K233uqmqirgFq0Z1eywmjVruuVaHgJuIHPQ4JKWVBYtWtSdzwTcwL9Y0+0zL7Bu2LCha1Cohz50OwAAOY06nnVNDLeeu0KFCm6ETAmZ1FHtBdwHDhyw5557zq3xVsMeQOZUvHhxdz7rHCfgBv7F9PIMpEQSXbt2ta+//trV6wYAIKdJPBVca7dV2UOd0R07dnTlhj755BO78sorXTK15s2bu9JDKku0ZcsW13mthjwzxgAAWQVBdwZSBkeVPFHGcvXkAwCQkzzwwAO2ZMkSV9NXgXfPnj1dqa+qVau68l8bNmywN954wwXcb775pkvKtGPHDqtevbqr8fvRRx+5NaKs4QYAZCXM+chA6r2fOnWq5cuXL9q7AgBAhlL5L10Hv/nmG+vcubMNHDjQVq9e7WZ/qfyXRq3vvfde69Spk1sPqgRqF110kR06dMhdN7WGW49hjSgAIKthpBsAAGSIgwcPuqVWr732mhuxVhNk0qRJwaRLctNNN7mEaYsXL3YlwcIlWwMAICvhygUAAHynAFsj1jfccIN16dLFBeCrVq1y67UVSOtn6datmx0+fNjV+U2MgBsAkBVx9QIAAL7xspR7Sc/y58/v8psoK3mePHns6quvdkG2t/RK93vTyAEAyA6YXg4AAHwROh3822+/tbx587o63KqzvX//fnv33XfthRdesJIlS9rjjz/ukqkNHz7ctm7danPnzmVkGwCQLRB0AwAAX6n016hRo6xEiRKu3vbo0aPt8ssvd4H3+++/b4MHD7Z//vnHLrvsMitTpowLvMlSDgDILkj/CQAA0lVoDe2lS5fal19+adOnT3eZyFWD+4orrnDlM6+//np3kyeeeMKVDlOZMCFLOQAgu+BqBgAAfJlSrrXaCrRbtmxpjRs3dtvq1q3rRrGVpVyB+XXXXWcdO3Z0U8wvvfTSYNBOwA0AyC64ogEAgHTjBdwPP/yw/fDDD7Zp0yYXUO/Zs8eVACtSpIj179/fBdyq160p5rfeequbbi5MKQcAZDdkKAEAAOmWpVyUHO2ll16yOnXquNvXX39tY8eODd6v4Ltfv35222232Ztvvum2eSlmCLgBANkNI90AAOC4eWu4Fy1aZBs2bLAxY8ZY27Zt3bbatWvbPffc46aMq1SYF3g/9dRTrkRY6O8DAJDdEHQDAIBjNn/+fGvUqJELmufNm2dNmzZ19be1dtujUW3p3r27m35+++23u58LFCiQJPEaAADZDdPLAQDAMVHpL5X5WrFihfu5SZMm9uqrr7oEaj/++KMrAxYaeD/yyCNupPvTTz9N8DwE3ACA7IyRbgAAkGavvPKKdevWzSZMmGA1a9YMbldStH379lnPnj2tXLly1rVrVytWrFiwXnf58uWD084BAMgJCLoBAECavPzyy26q+IcffmgdOnQIble28rPOOsvuvvtu97MCb7nzzjutaNGi7t8qFSbU4QYA5BRc7QAAQMQmTpzogmhNEW/Xrl1wu0p+FS9e3K3lLlSokAu8NW28V69erlyYppcXLFgw+HgCbgBATsEVDwAAROTQoUP2xRdfWLVq1WzNmjXB7VdddZWtXr3apkyZ4gJur9Z2jx49bOfOnTZt2jR79NFHo7rvAABES0zAK4wJAACQio0bN9oTTzxhc+fOtWuvvdZmzZplq1atsk8++cQF414mctXtVqZy8baRpRwAkBMRdAMAgDTZtGmTDR061CZPnmy7du2yX375xSVIO3LkiJ1wwgnuMUqWVqdOHRegKwBXsE3ADQDIiQi6AQBAmm3evNmGDRtms2fPdiPe999/v9uuqeUqI/bbb7/Z0qVLg0E4AAA5FXW6AQBAmpUpU8b69u1rzZo1c1nMn3rqKbf9iiuusN9//z0YcCtLOQAAORkj3QAA4LimmmvEe8GCBW50WzW5QwNuspQDAHI6gm4AAHDcgXfv3r1t69atrpQYATcAAP8h6AYAAMdtx44dVrRoUZexnIAbAID/EHQDAIB0E1oqDAAAEHQDAAAAAOAbuqIBAAAAAPAJQTcAAAAAAD4h6AYAAAAAwCcE3QAAAAAA+ISgGwAAAAAAnxB0AwAAAADgE4JuAADSUUxMjE2cODFD/tbatWvd31u0aJH7+ZtvvnE/79y50zK7jHydAACIJoJuAAAitHXrVrvzzjutUqVKljdvXitbtqy1bt3aZs+ebZnBWWedZRs3brSiRYv6/rdeffVVq1evnhUqVMiKFStmZ5xxhj322GO+/10AALKa3NHeAQAAsoorr7zSDh8+bG+99ZZVq1bNNm/ebDNmzLDt27f7+nf1N/PkyZPq4/QYdQT47fXXX7eePXva888/b+eee64dOnTIfvnlF1u6dKnvfxsAgKyGkW4AACKgKdvff/+9PfHEE3b++edb5cqVrUmTJta3b1+77LLLEjx227Zt1qFDBytQoICdcsop9tlnnwXvi4uLs1tvvdWqVq1q+fPnt1NPPdWee+65BL9/8803W/v27W3o0KF20kknucfIvHnz3Ihyvnz5rFGjRrZw4cIEv5d4evmbb77pRqG/+OILq1WrlhuVvvjii91ouOfo0aN29913u8eVKFHCevfubZ07d3Z/Pzk6nmuuucYdx8knn2ynnXaaXXfddW5/Ewfnuk+zAsqVK2fdu3eP+HUSBfGXXHKJ2+8yZcrYTTfd5H7Hc95551mPHj1cB0Dx4sXdYzQCv2/fPuvSpYsVLlzY7d/UqVPT9LwAAKQngm4AACKgAE03rUPWyG5KhgwZ4oJSjf62adPGbrjhBvvnn3/cffHx8VahQgX78MMPbdmyZTZo0CDr16+fffDBBwmeQyPoK1eutK+++so+//xz27t3r1166aVWu3ZtW7BggQ0ePNjuv//+VPd7//799tRTT9nbb79t3333na1bty7B76kT4d1337U33njDTZPfvXt3qmutNZr+448/2p9//pnsY0aNGmXdunWzO+64w5YsWeICagXAkb5O6ji44IILXCfD/Pnzbdq0aW5mgR4fSrMOSpYs6TokFIBr+v/VV1/tptr//PPP1qpVKxdU63VIy/MCAJBuAgAAICITJkwIFC9ePJAvX77AWWedFejbt29g8eLFCR6jS+uAAQOCP+/du9dtmzp1arLP261bt8CVV14Z/Llz586BMmXKBA4dOhTc9vLLLwdKlCgROHDgQHDbqFGj3HMvXLjQ/Txz5kz3844dO9zPb7zxhvv5t99+C/7Oiy++6J7bo38PHz48+PPRo0cDlSpVClx++eXJ7u+GDRsCTZs2dc9do0YNt7/jx48PxMXFBR9z0kknBfr375/sc6T2Oj3yyCOBVq1aJfidv/76yz1m5cqV7udzzz030Lx58wT7XrBgwcBNN90U3LZx40b3O3PmzIn4eQEASE+MdAMAkIY13Rs2bHCjtpqmrencDRo0cNO4Q9WtWzf474IFC1qRIkVsy5YtwW0vvviiNWzY0EqVKuVGz1955RU3Ah3q9NNPT7COe/ny5e55NbXc06xZs1T3WVO3q1evHvxZ07y9fdm1a5cb5dU0eU+uXLncvqVEzzFnzhw3gn3PPfe4Keqakq7XRCP5en69ThdeeGGKz5PS67R48WKbOXNmcIaBbjVr1nT3/f7772GfQ/uuKfJ67TyaPi5pfV4AANILidQAAEgDBb0XXXSRuw0cONBuu+02e+ihh9w6bM8JJ5yQ4He0zlrBqIwbN85N73766add0Kx1x8OHD7e5c+cm+B0Foekh3L78O9B8/OrUqeNud911l3Xt2tVatGhh3377rVtvfqz75r1Omk7frl07N/09XNCf0nOEbtPPktbnBQAgvRB0AwBwHLTGOi31prVuWuuNFah6IhlhVSI0rcs+ePBgcLRb66qPh0qLaST4p59+snPOOSeY6E1roevXr5/m10GUxEwdCVWqVHHr0pV07lhoBsFHH33knid37vRrrvj1vAAAJIfp5QAAREBlwZSA65133nGJv9asWeOSoT355JN2+eWXR/w8ytKtBF7KKL5q1So3Wq6gNzXXX3+9G7W9/fbbXQK2KVOmuARpx0vJx1Rf+9NPP3WJ2zRdfMeOHcER4nCUrOyRRx5xHQhKpqbgv1OnTm66vDflXYneNJqvsmKrV692gfwLL7wQ8X4pCZuSqikrul4fdUzoNVNWcnUMHCu/nhcAgOQQdAMAEAGt/T3zzDPt2WefdaPCmlatgFlB8MiRIyN+nv/97392xRVXWMeOHd3zKZgPHfVO6e9PmjTJraNW5u3+/fuHnSKdVioRpgBUQbMCZv2d1q1bJ1g7nljLli1doK0s4TVq1HBr3fV4jWxrTbVojfeIESPspZdecmXDlHldwXekVCpNQb0CYWUg1zptlQZTabPY2GNvvvj1vAAAJCdG2dSSvRcAAOQoWvusqewqoaXRbAAAcHxYzAQAQA6m6eFffvmlnXvuua7+uEbtNXVe09kBAMDxYx4VAAA5mKZUq+RZ48aN7eyzz3bT16dPn+5GuwEAwPFjejkAAAAAAD5hpBsAAAAAAJ8QdAMAAAAA4BOCbgAAAAAAfELQDQAAAACATwi6AQAAAADwCUE3AAAAAAA+IegGAAAAAMAnBN0AAAAAAPiEoBsAAAAAAPPH/wGFe+BLTw7KqgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MLP gate to generate expert scores (weight1).\n",
    "activations_shape = (64, 7168)  # @param\n",
    "weights_shape = (7168, 2048)  # @param\n",
    "sharding_configurations = [\n",
    "    {\"label\": \"Activation FSDP\", \"shard_settings\": {\"sK\": 8}},\n",
    "    {\"label\": \"Weight FSDP\", \"shard_settings\": {\"sW\": 8}},\n",
    "    {\"label\": \"Embedding sharding\", \"shard_settings\": {\"sK\": 8, \"sW\": 8}},\n",
    "    {\"label\": \"Batch sharding\", \"shard_settings\": {\"sD\": 8}},\n",
    "]\n",
    "sharding_utils.plot_sharding_scheme_comparison(\n",
    "    calculate_resources_func, activations_shape, weights_shape, sharding_configurations\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1fe25acb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating resources for sharding schemes...\n",
      "\n",
      "--- Scheme: Fully Replicated ---\n",
      "Total GFlops = 0.234881024\n",
      "Activation memory (GB): 0.000917504\n",
      "Weights memory (GB): 0.001835008\n",
      "Output memory (GB): 3.2768e-05\n",
      "Output memory (GB) after additional axes gathers: 3.2768e-05\n",
      "Total memory (GB): 0.00278528\n",
      "Workload stats:\n",
      "\n",
      "{   'memory_per_TPU_bytes': np.float64(2785280.0),\n",
      "    't_comms': 0.0,\n",
      "    't_flops': np.float64(1.192289461928934e-06)}\n",
      "\n",
      "--- Scheme: Weight FSDP ---\n",
      "Total GFlops = 0.029360128\n",
      "Total GFlops after weights all-gather = 0.234881024\n",
      "Activation memory (GB): 0.000917504\n",
      "Weights memory (GB): 0.000229376\n",
      "Weight memory (GB) after all-gather: 0.001835008\n",
      "Output memory (GB): 3.2768e-05\n",
      "Output memory (GB) after additional axes gathers: 3.2768e-05\n",
      "Total memory (GB): 0.00278528\n",
      "Per-TPU comms for weights all-gather (GB): 0.000229376\n",
      "Workload stats:\n",
      "\n",
      "{   'memory_per_TPU_bytes': np.float64(2785280.0),\n",
      "    't_comms': np.float64(3.568071111111111e-05),\n",
      "    't_flops': np.float64(1.192289461928934e-06)}\n",
      "max_y_val_fc = 3.568071111111111e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MLP gate to generate expert scores (weight2).\n",
    "activations_shape = (64, 7168)  # @param\n",
    "weights_shape = (7168, 256)  # @param\n",
    "sharding_configurations = [\n",
    "    {\"label\": \"Fully Replicated\", \"shard_settings\": {}},  # Pure Data Parallelism\n",
    "    {\"label\": \"Weight FSDP\", \"shard_settings\": {\"sW\": 8}},  # Pure Data Parallelism\n",
    "]\n",
    "sharding_utils.plot_sharding_scheme_comparison(\n",
    "    calculate_resources_func, activations_shape, weights_shape, sharding_configurations\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
